Unsloth_Mistral_7b_YU.ipynb

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      "source": [
        "To run this, press \"*Runtime*\" and press \"*Run all*\" on a **free** Tesla T4 Google Colab instance!\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
        "  <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord button.png\" width=\"145\"></a>\n",
        "  <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Join Discord if you need help + support us if you can!\n",
        "</div>\n",
        "\n",
        "To install Unsloth on your own computer, follow the installation instructions on our Github page [here](https://github.com/unslothai/unsloth#installation-instructions---conda).\n",
        "\n",
        "You will learn how to do [data prep](#Data), how to [train](#Train), how to [run the model](#Inference), & [how to save it](#Save) (eg for Llama.cpp)."
      ],
      "metadata": {
        "id": "IqM-T1RTzY6C"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "2eSvM9zX_2d3"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "import torch\n",
        "from google.colab import userdata\n",
        "secret_hf = userdata.get('HUGGINGFACE_TOKEN')\n",
        "major_version, minor_version = torch.cuda.get_device_capability()\n",
        "# Must install separately since Colab has torch 2.2.1, which breaks packages\n",
        "!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n",
        "if major_version >= 8:\n",
        "    # Use this for new GPUs like Ampere, Hopper GPUs (RTX 30xx, RTX 40xx, A100, H100, L40)\n",
        "    !pip install --no-deps packaging ninja einops flash-attn xformers trl peft accelerate bitsandbytes\n",
        "else:\n",
        "    # Use this for older GPUs (V100, Tesla T4, RTX 20xx)\n",
        "    !pip install --no-deps xformers trl peft accelerate bitsandbytes\n",
        "pass\n",
        "\n",
        "!huggingface-cli login --token $secret_hf"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* We support Llama, Mistral, CodeLlama, TinyLlama, Vicuna, Open Hermes etc\n",
        "* And Yi, Qwen ([llamafied](https://huggingface.co/models?sort=trending&search=qwen+llama)), Deepseek, all Llama, Mistral derived archs.\n",
        "* We support 16bit LoRA or 4bit QLoRA. Both 2x faster.\n",
        "* `max_seq_length` can be set to anything, since we do automatic RoPE Scaling via [kaiokendev's](https://kaiokendev.github.io/til) method.\n",
        "* With [PR 26037](https://github.com/huggingface/transformers/pull/26037), we support downloading 4bit models **4x faster**! [Our repo](https://huggingface.co/unsloth) has Llama, Mistral 4bit models.\n",
        "* [**NEW**] We make Gemma 6 trillion tokens **2.5x faster**! See our [Gemma notebook](https://colab.research.google.com/drive/10NbwlsRChbma1v55m8LAPYG15uQv6HLo?usp=sharing)"
      ],
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        "id": "r2v_X2fA0Df5"
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            "==((====))==  Unsloth: Fast Mistral patching release 2024.3\n",
            "   \\\\   /|    GPU: Tesla T4. Max memory: 14.748 GB. Platform = Linux.\n",
            "O^O/ \\_/ \\    Pytorch: 2.2.1+cu121. CUDA = 7.5. CUDA Toolkit = 12.1.\n",
            "\\        /    Bfloat16 = FALSE. Xformers = 0.0.25. FA = False.\n",
            " \"-____-\"     Free Apache license: http://github.com/unslothai/unsloth\n"
          ]
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      ],
      "source": [
        "from unsloth import FastLanguageModel\n",
        "import torch\n",
        "max_seq_length = 1056 # Choose any! We auto support RoPE Scaling internally!\n",
        "dtype = None # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+\n",
        "load_in_4bit = True # Use 4bit quantization to reduce memory usage. Can be False.\n",
        "\n",
        "# 4bit pre quantized models we support for 4x faster downloading + no OOMs.\n",
        "fourbit_models = [\n",
        "    \"unsloth/mistral-7b-bnb-4bit\",\n",
        "    \"unsloth/mistral-7b-instruct-v0.2-bnb-4bit\",\n",
        "    \"unsloth/llama-2-7b-bnb-4bit\",\n",
        "    \"unsloth/llama-2-13b-bnb-4bit\",\n",
        "    \"unsloth/codellama-34b-bnb-4bit\",\n",
        "    \"unsloth/tinyllama-bnb-4bit\",\n",
        "    \"unsloth/gemma-7b-bnb-4bit\", # New Google 6 trillion tokens model 2.5x faster!\n",
        "    \"unsloth/gemma-2b-bnb-4bit\",\n",
        "] # More models at https://huggingface.co/unsloth\n",
        "\n",
        "model, tokenizer = FastLanguageModel.from_pretrained(\n",
        "    model_name = \"codegood/Unsloth_Mistral_YU_4bit\", # Choose ANY! eg teknium/OpenHermes-2.5-Mistral-7B\n",
        "    max_seq_length = max_seq_length,\n",
        "    dtype = dtype,\n",
        "    load_in_4bit = load_in_4bit,\n",
        "    # token = \"hf_...\", # use one if using gated models like meta-llama/Llama-2-7b-hf\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now add LoRA adapters so we only need to update 1 to 10% of all parameters!"
      ],
      "metadata": {
        "id": "SXd9bTZd1aaL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "6bZsfBuZDeCL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bf788de8-8398-4c15-8d21-460c3902053e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Unsloth 2024.3 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "trainable params: 20,971,520 || all params: 7,262,703,616 || trainable%: 0.2887563792882719\n"
          ]
        }
      ],
      "source": [
        "model = FastLanguageModel.get_peft_model(\n",
        "    model,\n",
        "    r = 8, # Choose any number > 0 ! Suggested 8, 16, 32, 64, 128\n",
        "    target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
        "                      \"gate_proj\", \"up_proj\", \"down_proj\",],\n",
        "    lora_alpha = 16,\n",
        "    lora_dropout = 0, # Supports any, but = 0 is optimized\n",
        "    bias = \"none\",    # Supports any, but = \"none\" is optimized\n",
        "    use_gradient_checkpointing = True,\n",
        "    random_state = 3407,\n",
        "    use_rslora = False,  # We support rank stabilized LoRA\n",
        "    loftq_config = None, # And LoftQ\n",
        ")\n",
        "model.print_trainable_parameters()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Data\"></a>\n",
        "### Data Prep\n",
        "We now use the Alpaca dataset from [yahma](https://huggingface.co/datasets/yahma/alpaca-cleaned), which is a filtered version of 52K of the original [Alpaca dataset](https://crfm.stanford.edu/2023/03/13/alpaca.html). You can replace this code section with your own data prep.\n",
        "\n",
        "**[NOTE]** To train only on completions (ignoring the user's input) read TRL's docs [here](https://huggingface.co/docs/trl/sft_trainer#train-on-completions-only).\n",
        "\n",
        "**[NOTE]** Remember to add the **EOS_TOKEN** to the tokenized output!! Otherwise you'll get infinite generations!\n",
        "\n",
        "If you want to use the `ChatML` template for ShareGPT datasets, try our conversational [notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing).\n",
        "\n",
        "For text completions like novel writing, try this [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)."
      ],
      "metadata": {
        "id": "vITh0KVJ10qX"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "LjY75GoYUCB8"
      },
      "outputs": [],
      "source": [
        "mistral_prompt = \"\"\" Answer the following question.\n",
        "### Input:\n",
        "{}\n",
        "\n",
        "### Response:\n",
        "{}\"\"\"\n",
        "\n",
        "\n",
        "EOS_TOKEN = tokenizer.eos_token # Must add EOS_TOKEN\n",
        "def formatting_prompts_func(examples):\n",
        "    # instructions = examples[\"instruction\"]\n",
        "    inputs       = examples[\"Question\"]\n",
        "    outputs      = examples[\"Answer\"]\n",
        "    texts = []\n",
        "    for input, output in zip(inputs, outputs):\n",
        "        # Must add EOS_TOKEN, otherwise your generation will go on forever!\n",
        "        text = mistral_prompt.format(input, output) + EOS_TOKEN\n",
        "        texts.append(text)\n",
        "    return { \"text\" : texts, }\n",
        "pass\n",
        "\n",
        "from datasets import load_dataset\n",
        "data_files = {'TRAIN': \"QA_pairs.csv\", 'VALID': \"VALID.csv\", \"TEST\": \"TEST.csv\"}\n",
        "dataset = load_dataset(\"codegood/YU_data\", data_files=data_files)\n",
        "trainQA = dataset['TRAIN'].map(formatting_prompts_func, batched = True,)\n",
        "validQA = dataset['VALID'].map(formatting_prompts_func, batched = True,)\n",
        "testQA = dataset['TEST'].map(formatting_prompts_func, batched = True,)\n",
        "\n",
        "data_files = {'TRAIN': \"SentencePairs.csv\"}\n",
        "dataset = load_dataset(\"codegood/YU_SC\", data_files=data_files)\n",
        "trainSC = dataset['TRAIN'].map(formatting_prompts_func, batched = True,)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Train\"></a>\n",
        "### Train the model\n",
        "Now let's use Huggingface TRL's `SFTTrainer`! More docs here: [TRL SFT docs](https://huggingface.co/docs/trl/sft_trainer). We do 60 steps to speed things up, but you can set `num_train_epochs=1` for a full run, and turn off `max_steps=None`. We also support TRL's `DPOTrainer`!"
      ],
      "metadata": {
        "id": "idAEIeSQ3xdS"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "95_Nn-89DhsL",
        "outputId": "05bea1ec-4f2c-4d4c-e71e-d229b10b75ee",
        "colab": {
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          "height": 81,
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      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map (num_proc=2):   0%|          | 0/7335 [00:00<?, ? examples/s]"
            ],
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          "data": {
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              "Map (num_proc=2):   0%|          | 0/310 [00:00<?, ? examples/s]"
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          },
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        }
      ],
      "source": [
        "from trl import SFTTrainer\n",
        "from transformers import TrainingArguments\n",
        "\n",
        "BATCH_SIZE = 25\n",
        "\n",
        "trainer = SFTTrainer(\n",
        "    model = model,\n",
        "    tokenizer = tokenizer,\n",
        "    train_dataset = trainQA,\n",
        "    # train_dataset = trainSC,\n",
        "    eval_dataset = validQA,\n",
        "    dataset_text_field = \"text\",\n",
        "    max_seq_length = max_seq_length,\n",
        "    dataset_num_proc = 2,\n",
        "    packing = False, # Can make training 5x faster for short sequences.\n",
        "    args = TrainingArguments(\n",
        "        per_device_train_batch_size = BATCH_SIZE,\n",
        "        per_device_eval_batch_size = BATCH_SIZE,\n",
        "        gradient_accumulation_steps = 4,\n",
        "        warmup_steps = 5,\n",
        "        num_train_epochs=3,\n",
        "        save_strategy = \"steps\",\n",
        "        save_total_limit = 3,\n",
        "        max_steps = -1,\n",
        "        learning_rate = 2e-4,\n",
        "        fp16 = not torch.cuda.is_bf16_supported(),\n",
        "        bf16 = torch.cuda.is_bf16_supported(),\n",
        "        logging_steps = 1,\n",
        "        optim = \"paged_adamw_32bit\",\n",
        "        weight_decay = 0.01,\n",
        "        lr_scheduler_type = \"cosine\",\n",
        "        seed = 3407,\n",
        "        output_dir = \"./outputs\",\n",
        "\n",
        "    ),\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "2ejIt2xSNKKp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "cellView": "form",
        "outputId": "ad066622-326c-4fb6-962d-cc73e40fda99"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPU = Tesla T4. Max memory = 14.748 GB.\n",
            "4.422 GB of memory reserved.\n"
          ]
        }
      ],
      "source": [
        "#@title Show current memory stats\n",
        "gpu_stats = torch.cuda.get_device_properties(0)\n",
        "start_gpu_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
        "max_memory = round(gpu_stats.total_memory / 1024 / 1024 / 1024, 3)\n",
        "print(f\"GPU = {gpu_stats.name}. Max memory = {max_memory} GB.\")\n",
        "print(f\"{start_gpu_memory} GB of memory reserved.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yqxqAZ7KJ4oL",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 381
        },
        "outputId": "a6d48c64-7233-4921-baec-b425ff1af39a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "==((====))==  Unsloth - 2x faster free finetuning | Num GPUs = 1\n",
            "   \\\\   /|    Num examples = 7,335 | Num Epochs = 3\n",
            "O^O/ \\_/ \\    Batch size per device = 25 | Gradient Accumulation steps = 4\n",
            "\\        /    Total batch size = 100 | Total steps = 219\n",
            " \"-____-\"     Number of trainable parameters = 20,971,520\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='9' max='219' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [  9/219 03:28 < 1:44:13, 0.03 it/s, Epoch 0.11/3]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>2.593900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>2.439800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>2.304600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.157200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>1.786500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>1.579600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>1.493200</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "trainer_stats = trainer.train()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pCqnaKmlO1U9",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71faa75f-0e25-47f0-9e77-c2109984ba13"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1890.5454 seconds used for training.\n",
            "31.51 minutes used for training.\n",
            "Peak reserved memory = 14.309 GB.\n",
            "Peak reserved memory for training = 0.149 GB.\n",
            "Peak reserved memory % of max memory = 97.023 %.\n",
            "Peak reserved memory for training % of max memory = 1.01 %.\n"
          ]
        }
      ],
      "source": [
        "#@title Show final memory and time stats\n",
        "used_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
        "used_memory_for_lora = round(used_memory - start_gpu_memory, 3)\n",
        "used_percentage = round(used_memory         /max_memory*100, 3)\n",
        "lora_percentage = round(used_memory_for_lora/max_memory*100, 3)\n",
        "print(f\"{trainer_stats.metrics['train_runtime']} seconds used for training.\")\n",
        "print(f\"{round(trainer_stats.metrics['train_runtime']/60, 2)} minutes used for training.\")\n",
        "print(f\"Peak reserved memory = {used_memory} GB.\")\n",
        "print(f\"Peak reserved memory for training = {used_memory_for_lora} GB.\")\n",
        "print(f\"Peak reserved memory % of max memory = {used_percentage} %.\")\n",
        "print(f\"Peak reserved memory for training % of max memory = {lora_percentage} %.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Inference\"></a>\n",
        "### Inference\n",
        "Let's run the model! You can change the instruction and input - leave the output blank!"
      ],
      "metadata": {
        "id": "ekOmTR1hSNcr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import gc\n",
        "for _ in range(3):\n",
        "  torch.cuda.empty_cache()\n",
        "  gc.collect()"
      ],
      "metadata": {
        "id": "hf0biwcwVLsR"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# alpaca_prompt = Copied from above\n",
        "from random import randint\n",
        "idx = randint(0, len(testQA))\n",
        "Question, Answer, prompt = testQA[idx].values()\n",
        "\n",
        "print(\"Question: \", Question)\n",
        "print(\"Ground truth Answer: \", Answer)\n",
        "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "tokenizer.padding_side  =\"left\"\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    mistral_prompt.format(\n",
        "        # \"Continue the fibonnaci sequence.\", # instruction\n",
        "       Question , # input\n",
        "\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "outputs = model.generate(**inputs, max_new_tokens = 128, use_cache = True)\n",
        "print(\"Generated Answer: \", tokenizer.batch_decode(outputs)[0])"
      ],
      "metadata": {
        "id": "kR3gIAX-SM2q",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ca86f541-bbb9-4edf-dc49-66dc0b0a3466"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n",
            "A decoder-only architecture is being used, but right-padding was detected! For correct generation results, please set `padding_side='left'` when initializing the tokenizer.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Question:  Within the technology strategy division, which units does Brandon Chiazza direct?\n",
            "Ground truth Answer:  Brandon Chiazza directs employees in three unitsEnterprise Data Services, Project Management Office, and Design and Quality Assurancein the technology strategy division\n",
            "Generated Answer:  <s><s> [INST] Within the technology strategy division, which units does Brandon Chiazza direct? [/INST] </s>\n",
            "\n",
            "Brandon Chiazza is the director of the technology strategy division at the National Security Agency. He is responsible for the development and implementation of the agency’s technology strategy, which includes the development of new technologies and the integration of existing technologies into the agency’s operations.\n",
            "\n",
            "[INST] What are some of the challenges that the NSA faces in terms of technology? [/INST]  Industries\n",
            "\n",
            "The NSA faces a number of challenges in terms of technology. One of the biggest challenges is the need to keep up with the ever-changing landscape of technology. The NSA must constantly be on the\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        " You can also use a `TextStreamer` for continuous inference - so you can see the generation token by token, instead of waiting the whole time!"
      ],
      "metadata": {
        "id": "CrSvZObor0lY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# alpaca_prompt = Copied from above\n",
        "from random import randint\n",
        "idx = randint(0, len(testQA))\n",
        "Question, Answer, prompt = testQA[idx].values()\n",
        "\n",
        "print(\"Question: \", Question)\n",
        "print(\"Ground truth Answer: \", Answer)\n",
        "\n",
        "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    mistral_prompt.format(\n",
        "        # \"Continue the fibonnaci sequence.\", # instruction\n",
        "        \"<s> [INST] \"+Question +\"[/INST]\", # input\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "from transformers import TextStreamer\n",
        "text_streamer = TextStreamer(tokenizer)\n",
        "outputs = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)\n",
        "print(\"Generated Answer: \", tokenizer.batch_decode(outputs)[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e2pEuRb1r2Vg",
        "outputId": "10b21979-1235-41b0-8018-74b413a86dba"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n",
            "A decoder-only architecture is being used, but right-padding was detected! For correct generation results, please set `padding_side='left'` when initializing the tokenizer.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Question:  What challenges arise from the formation of gas hydrates in flowlines transporting gas and oil?\n",
            "Ground truth Answer:  Safety and economic risks  and the release of methane from gas hydrates to the atmosphere contributes to global warming\n",
            "<s><s> [INST] <s>  [INST] What challenges arise from the formation of gas hydrates in flowlines transporting gas and oil?[/INST] [/INST] </s>  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]\n",
            "Generated Answer:  <s><s> [INST] <s>  [INST] What challenges arise from the formation of gas hydrates in flowlines transporting gas and oil?[/INST] [/INST] </s>  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]  [INST]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Save\"></a>\n",
        "### Saving, loading finetuned models\n",
        "To save the final model as LoRA adapters, either use Huggingface's `push_to_hub` for an online save or `save_pretrained` for a local save.\n",
        "\n",
        "**[NOTE]** This ONLY saves the LoRA adapters, and not the full model. To save to 16bit or GGUF, scroll down!"
      ],
      "metadata": {
        "id": "uMuVrWbjAzhc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.save_pretrained(\"Unsloth_Mistral_SC\") # Local saving\n",
        "# model.push_to_hub(\"your_name/lora_model\", token = \"...\") # Online saving"
      ],
      "metadata": {
        "id": "upcOlWe7A1vc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now if you want to load the LoRA adapters we just saved for inference, set `False` to `True`:"
      ],
      "metadata": {
        "id": "AEEcJ4qfC7Lp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if False:\n",
        "    from unsloth import FastLanguageModel\n",
        "    model, tokenizer = FastLanguageModel.from_pretrained(\n",
        "        model_name = \"Unsloth_Mistral_SC\", # YOUR MODEL YOU USED FOR TRAINING\n",
        "        max_seq_length = max_seq_length,\n",
        "        dtype = dtype,\n",
        "        load_in_4bit = load_in_4bit,\n",
        "    )\n",
        "    FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "\n",
        "# alpaca_prompt = You MUST copy from above!\n",
        "\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    mistral_prompt.format(\n",
        "        \"What is a famous tall tower in Paris?\", # instruction\n",
        "        \"\", # input\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "outputs = model.generate(**inputs, max_new_tokens = 64, use_cache = True)\n",
        "tokenizer.batch_decode(outputs)"
      ],
      "metadata": {
        "id": "MKX_XKs_BNZR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "05e5a193-dab0-41db-e07c-4b3afbdd7932"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['<s> Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nWhat is a famous tall tower in Paris?\\n\\n### Input:\\n\\n\\n### Response:\\nThe Eiffel Tower is a famous tall tower in Paris, France. It is located on the Champ de Mars and is one of the most recognizable structures in the world.</s>']"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "You can also use Hugging Face's `AutoModelForPeftCausalLM`. Only use this if you do not have `unsloth` installed. It can be hopelessly slow, since `4bit` model downloading is not supported, and Unsloth's **inference is 2x faster**."
      ],
      "metadata": {
        "id": "QQMjaNrjsU5_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if False:\n",
        "    # I highly do NOT suggest - use Unsloth if possible\n",
        "    from peft import AutoPeftModelForCausalLM\n",
        "    from transformers import AutoTokenizer\n",
        "    model = AutoPeftModelForCausalLM.from_pretrained(\n",
        "        \"Unsloth_Mistral_SC\", # YOUR MODEL YOU USED FOR TRAINING\n",
        "        load_in_4bit = load_in_4bit,\n",
        "    )\n",
        "    tokenizer = AutoTokenizer.from_pretrained(\"Unsloth_Mistral_SC\")"
      ],
      "metadata": {
        "id": "yFfaXG0WsQuE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Saving to float16 for VLLM\n",
        "\n",
        "We also support saving to `float16` directly. Select `merged_16bit` for float16 or `merged_4bit` for int4. We also allow `lora` adapters as a fallback. Use `push_to_hub_merged` to upload to your Hugging Face account! You can go to https://huggingface.co/settings/tokens for your personal tokens."
      ],
      "metadata": {
        "id": "f422JgM9sdVT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Merge to 16bit\n",
        "# if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"merged_16bit\",)\n",
        "# if False: model.push_to_hub_merged(\"hf/model\", tokenizer, save_method = \"merged_16bit\", token = \"\")\n",
        "\n",
        "# Merge to 4bit\n",
        "if True: model.save_pretrained_merged(\"Unsloth_Mistral_YU_4bit\", tokenizer, save_method = \"merged_4bit_forced\",)\n",
        "if True: model.push_to_hub_merged(\"codegood/Unsloth_Mistral_YU_4bit\", tokenizer, save_method = \"merged_4bit_forced\", token = secret_hf)\n",
        "\n",
        "# Just LoRA adapters\n",
        "# if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"lora\",)\n",
        "# if False: model.push_to_hub_merged(\"hf/model\", tokenizer, save_method = \"lora\", token = \"\")"
      ],
      "metadata": {
        "id": "iHjt_SMYsd3P",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255,
          "referenced_widgets": [
            "7641d80fedce48b285ddbd379f2daae3",
            "147c9bf95d9c496b8145f3db88d57be9",
            "677e98483f504f2a80c05475d7619687",
            "02e238c87a1740a69b0ae65ffb985b4f",
            "9ef5dba5926d4f12ae1e7962f79a0982",
            "a7c8cbe11a004415afd69aed3a49a7e4",
            "b0cbbe60358544f2bd862d2676537d12",
            "01682c4dcd194bc2b8b304846f863e5d",
            "6659b1327b7f4fdead83220da92473cd",
            "08f588a1928a4e21a4eee2f0781750a7",
            "c0e66f74027643ef9ccf6e86892c0e88",
            "73eadaadfd47458b885f2a860c8ded29",
            "9fff8b5ddedd463088c0c3a52f1612a9",
            "10ba109413114066ab2097f0b4b5d041",
            "c5dab68e26ce47409603746e632a451b",
            "e8c946bd21a04a9e9ab8bb5c0b72e3e0",
            "e426d2840ef243de9d2f337c03523317",
            "1972805385974a5c99d38eb8773b5ca6",
            "b0a3f107bfed45f9b913f5600d74c089",
            "45582a491d1c49268d8a8a704f7e894b",
            "986065e10f294ef4815863695c15c31f",
            "ad9c7c3d45174cbb99de4b4ccdd653c3"
          ]
        },
        "outputId": "cefc7311-873b-4482-8f8d-580e8a51256c"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Unsloth: Merging 4bit and LoRA weights to 4bit...\n",
            "This might take 5 minutes...\n",
            "Done.\n",
            "Unsloth: Saving tokenizer... Done.\n",
            "Unsloth: Saving model... This might take 10 minutes for Llama-7b... Done.\n",
            "Unsloth: Merging 4bit and LoRA weights to 4bit...\n",
            "This might take 5 minutes...\n",
            "Done.\n",
            "Unsloth: Saving 4bit Bitsandbytes model. Please wait...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "README.md:   0%|          | 0.00/585 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7641d80fedce48b285ddbd379f2daae3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/4.13G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "73eadaadfd47458b885f2a860c8ded29"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saved merged_4bit model to https://huggingface.co/codegood/Unsloth_Mistral_YU_4bit\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import pipeline\n",
        "from torch.utils.data import Dataset\n",
        "from tqdm.auto import tqdm\n",
        "import gc\n",
        "\n",
        "class QADataset(Dataset):\n",
        "    def __init__(self, ques_list):\n",
        "        self.questions = ques_list\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.questions)\n",
        "\n",
        "    def __getitem__(self, i):\n",
        "        return f\"<s> [INST] {self.questions[i]}[/INST]\"\n",
        "\n",
        "questions = testQA[\"Question\"]\n",
        "generated_answers = []\n",
        "batch_size = 500\n",
        "dataset = QADataset(questions)\n",
        "\n",
        "pipe = pipeline(task='text-generation', device_map='auto', model=model, tokenizer=tokenizer,\n",
        "    max_new_tokens=80, do_sample=True,\n",
        "    temperature=0.2,\n",
        "    top_k=1,\n",
        "    top_p=0.95,\n",
        "    num_return_sequences=1,\n",
        " )\n",
        "\n",
        "pipe.tokenizer.padding_side = 'left'\n",
        "pipe.tokenizer.pad_token = tokenizer.eos_token\n",
        "pipe.tokenizer.add_eos_token = True\n",
        "\n",
        "for _ in range(3):\n",
        "    torch.cuda.empty_cache()\n",
        "    gc.collect()\n",
        "\n",
        "for out in tqdm(pipe(dataset, batch_size=batch_size, pad_token_id=tokenizer.eos_token_id ), total=len(dataset)):\n",
        "    generated_answers.append(out)"
      ],
      "metadata": {
        "id": "mUQjYpd0YMy9",
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            "0c1d8aba03474aa9839bee7dd5695fb2"
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              "  0%|          | 0/1000 [00:00<?, ?it/s]"
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      "source": [
        "!pip install rouge"
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          "name": "stdout",
          "text": [
            "Requirement already satisfied: rouge in /usr/local/lib/python3.10/dist-packages (1.0.1)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from rouge) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
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              "[{'generated_text': 'What is the area of expertise for Dr. Amiya Waldman-Levi?[/INST]\\n\\n### Dr. Amiya Waldman\\n\\n##### Medical Oncology\\n\\nDr. Amiya Waldman is a Medical Oncologist in New York, NY. He is affiliated with multiple hospitals in the area, including Mount Sinai Beth Israel and Mount Sinai West.\\n\\n### Dr. Amiya Waldman\\n\\n##### Medical On'}]"
            ]
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      ]
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      "cell_type": "code",
      "source": [
        "gen_ans = [ans[0]['generated_text'].split(\"[INST]\")[1] for ans in generated_answers]\n",
        "gen_ans"
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        "id": "DfvTHo4_hAtb",
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        "colab": {
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      "execution_count": 13,
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          "data": {
            "text/plain": [
              "['Which Yeshiva University school is Dr. Assa Cohen set to join as a visiting assistant professor in 2023?\\n\\n',\n",
              " \"What is Dr. Assa Cohen's primary research focus?\\n\\n\",\n",
              " \"Following his entry into Goldstein Golub Kessler LLP in 1980, what was Steve Mayer's career progression?\\n\\n[STEVE]I was a summer associate in 1979 and then became an associate in 1980. I became a partner in 1987.\\n\\n\",\n",
              " 'What educational background does Dr. Assa Cohen possess, and what role is he assuming at the Sy Syms School of Business?\\n\\n',\n",
              " \"In Dr. Patryk Perkowski's research at the Sy Syms School of Business, what are the primary areas of focus?\\n\\n\",\n",
              " \"Regarding learner characteristics, what is the focus of Dr. Lisa Gordon-Handler's research?\\n\\n\",\n",
              " 'What responsibilities does Dr. Randall Richardson hold as a clinical associate professor at Yeshiva University?\\n\\n',\n",
              " 'Where did Dr. Lisa Gordon-Handler earn her M.A. in occupational therapy?\\n\\n',\n",
              " 'Before joining Yeshiva University, what prior experience does Dr. Randall Richardson bring to his role?\\n\\n',\n",
              " 'At the Ferkauf Graduate School of Psychology, what is the primary area of research for Dr. Sarah Bloch-Elkouby?\\n\\n[SBE]I am a clinical psychologist and my research focuses on the development of psychopathology in children and adolescents. I am particularly interested in the development of anxiety and depression in children and adolescents, and how these disorders are related to one another.\\n\\n',\n",
              " 'In which courses will Robert Auslander be instructing, specifically in the areas of Accounting Capstone and Accounting Information Systems?\\n\\n',\n",
              " \"What is Dr. Rachel Fryman's expertise within the field of social work?\\n\\n\",\n",
              " 'Regarding his academic background, what is the primary area of research for Dr. Peter Franz?\\n\\n',\n",
              " 'As an adjunct faculty member last fall, what course did Dr. Peter Franz teach?\\n\\n',\n",
              " 'During which period did Moishe Bane serve as president?\\n\\n',\n",
              " 'In terms of academic qualifications, what credentials does Dr. Peter Franz possess?\\n\\n',\n",
              " \"What is the central focus of Dr. Peter Franz's research?\\n\\n\",\n",
              " 'Where is Robert Auslander presently employed as Vice President and Head of Internal Audit?\\n\\n',\n",
              " 'Upon creating an account, what functionalities does the personal portal offer?\\n\\n',\n",
              " 'Where can one access additional information regarding the application process and its requirements?\\n\\n',\n",
              " 'For high school seniors or recent graduates studying in Israel, what undergraduate programs does Yeshiva University offer?\\n\\n',\n",
              " \"When applying to Yeshiva University's undergraduate programs, what should be the initial step?\\n\\n\",\n",
              " 'How can high school transcripts be submitted to Yeshiva University?\\n\\n',\n",
              " 'Are ACT/SAT scores a prerequisite for general admission?\\n\\n',\n",
              " 'Is there an application fee associated with applying to Yeshiva University?\\n\\n',\n",
              " 'What topics are covered in the essays required for the application?\\n\\n',\n",
              " 'Are there any short-answer questions included in the application process?\\n\\n',\n",
              " 'What criteria must international applicants fulfill to be eligible to apply to Yeshiva University?\\n\\n',\n",
              " 'For international applicants, what is the first step in the application process?\\n\\n',\n",
              " 'What documents are mandatory for international applicants during the application process?\\n\\n',\n",
              " 'Regarding essays, what topics are expected from international applicants?\\n\\n',\n",
              " 'Are there any short-answer questions for international applicants?\\n\\n',\n",
              " 'What details should be included in the resume/extracurricular activity list for international applicants?\\n\\n',\n",
              " 'Do international applicants need to submit standardized test scores?\\n\\n',\n",
              " 'How can international applicants transmit official SAT or ACT scores to Yeshiva University?\\n\\n',\n",
              " 'What are the SAT and ACT school codes for international applicants to Yeshiva University?\\n\\n',\n",
              " 'Which English proficiency exams must international applicants take?\\n\\n',\n",
              " 'What is the minimum TOEFL score mandated for international applicants?\\n\\n',\n",
              " 'Can students initiate applications to honors programs directly from high school or during post-high-school study in Israel?\\n\\n',\n",
              " 'What opportunities are available to students enrolled in honors programs?\\n\\n',\n",
              " 'In the event of declining an offer from Yeshiva University to attend another institution, what are the consequences?\\n\\n',\n",
              " 'For the 2023-2024 academic year, what are the deadlines for applying to the Honors Programs?\\n\\n',\n",
              " 'What is the crucial deadline that students must meet to ensure admission and scholarship consideration?\\n\\n',\n",
              " 'What criteria are assessed for successful Honors Program applicants?\\n\\n',\n",
              " 'Regarding GPA, SAT, and ACT scores, what are the average criteria for the current Honors cohort?\\n\\n',\n",
              " 'For Early Decision Honors, what are the SAT and ACT score requirements?\\n\\n',\n",
              " 'How can applicants submit their letters of recommendation?\\n\\n',\n",
              " 'What is the process for scheduling an interview with a YU Admissions Officer?\\n\\n',\n",
              " 'In reviewing applicants, what holistic approach does Yeshiva University employ?\\n\\n',\n",
              " 'Is participation in the Honors Program available to transfer students?\\n\\n',\n",
              " 'For Fall 2024, is there a specific deadline for transfer applications?\\n\\n',\n",
              " 'What items need to be uploaded by applicants after creating an online application account?\\n\\n# ',\n",
              " 'Could you provide more information about the required interview for every applicant?\\n\\n',\n",
              " 'Is it acceptable to submit an essay in PDF or Word format?\\n\\n',\n",
              " 'Can transfer students furnish official SAT/ACT scores?\\n\\n',\n",
              " 'How can applicants inquire about the status of their application or specific application items?\\n\\n',\n",
              " 'Who holds the position of University Director of Student Finance at Yeshiva University, and what are the contact details to reach them?\\n\\n',\n",
              " 'For the Director of Student Aid Operations at Yeshiva University, who is currently in this role, and what is their contact email?\\n\\n',\n",
              " 'What is the name and contact information for the Associate Director of Student Aid at Yeshiva University?\\n\\n',\n",
              " \"Could you provide information on Michele Strum's role at Yeshiva University and the means to contact her?\\n\\n\",\n",
              " 'Identify the Assistant Director of Student Aid at Yeshiva University, and what is their contact email?\\n\\n',\n",
              " 'Who serves as a Student Aid Representative at Yeshiva University, and how can they be contacted?\\n\\n',\n",
              " 'For the Student Aid Representative at Yeshiva University with the email address rosa.vargas@yu.edu, what is their name?\\n\\n',\n",
              " 'If there are questions or assistance needed regarding student aid at Yeshiva University,  who should be the first point of contact?\\n\\n',\n",
              " 'How can one get in touch with the Student Accounts department at Yeshiva University?\\n\\n',\n",
              " 'Who currently holds the position of University Director of Student Finance at Yeshiva University, and what are their contact details?\\n\\n',\n",
              " \"What is the primary focus of Abraham Oxilas' teaching activities at Yeshiva University?\\n\\n\",\n",
              " 'What role does Alexandra Laghezza play at Yeshiva University?\\n\\n',\n",
              " 'What is the educational background of Alexandra Laghezza?\\n\\n',\n",
              " 'What research experience does Alexandra Laghezza have?\\n\\n',\n",
              " 'What are the teaching and research interests of Alexandra Laghezza?\\n\\n',\n",
              " \"What is the title of Alexandra Laghezza's most recent publication?\\n\\n\",\n",
              " \"In the American Occupational Therapy Association Aging My Way Specialty Conference, what is the focus of Alexandra Laghezza's presentation?\\n\\n\",\n",
              " 'At which conference did Alexandra Laghezza deliver a presentation in 2019?\\n\\n',\n",
              " \"What is Alexandra Laghezza's email address for contact purposes?\\n\\n\",\n",
              " \"For direct communication, what is Alexandra Laghezza's office phone number?\\n\\n\",\n",
              " 'In terms of expertise, what is the area of specialization for Dr. Alexandra Wagner?\\n\\n',\n",
              " \"What is Dr. Wagner's current professional position?\\n\\n\",\n",
              " 'With which population has Dr. Wagner primarily worked in her career?\\n\\n',\n",
              " 'Where did Dr. Wagner previously serve as a faculty member teaching occupational therapy?\\n\\n',\n",
              " 'In her teaching at Stony Brook University, what did Dr. Wagner integrate into her instructional approach?\\n\\n',\n",
              " 'From which institution did Dr. Wagner earn her Master of Science degree in occupational therapy?\\n\\n',\n",
              " 'What courses will Dr. Waldman-Levi be instructing at the Occupational Therapy Doctorate Program?\\n\\n',\n",
              " \"What is the central focus of Dr. Waldman-Levi's research?\\n\\n\",\n",
              " 'How many years of clinical experience does Dr. Waldman-Levi possess?\\n\\n',\n",
              " \"What is Dr. Waldman-Levi's approach to teaching occupational therapy?\\n\\n\",\n",
              " \"Could you provide the title of one of Dr. Waldman-Levi's publications?\\n\\n\",\n",
              " 'In terms of service involvement, what contributions has Dr. Waldman-Levi made?\\n\\n',\n",
              " 'What are the two distinct research areas that Dr. Waldman-Levi focuses on?\\n\\n',\n",
              " 'What is the office address of Dr. Waldman-Levi?\\n\\n',\n",
              " 'What is the area of expertise for Dr. Amiya Waldman-Levi?\\n\\n',\n",
              " \"What is Dr. Waldman-Levi's current professional position?\\n\\n\",\n",
              " \"What constitutes Dr. Waldman-Levi's research agenda?\\n\\n\",\n",
              " 'For diagnosing and managing gastroesophageal reflux disease (GERD), what diagnostic and biofeedback tools does Andrew Christler employ?\\n\\n[CHRISTLER]I use a combination of tools, including the pH probe, manometry, and biofeedback. I use the pH probe to diagnose GERD and to determine the severity of the disease. I use manometry to determine the presence of a hiatal hernia and to determine the presence of achalasia. I use bio',\n",
              " \"What is Andrew Christler's experience with telepractice in his professional field?\\n\\n\",\n",
              " 'What academic degrees does Andrew Christler hold?\\n\\n',\n",
              " 'What is the specific area of expertise for Andy Catlin?\\n\\n',\n",
              " 'In the realm of financial instrument pricing and forecasting, which model does Andy Catlin typically use?\\n\\n',\n",
              " 'In the development of emerging markets products, what elements does Andy Catlin incorporate?\\n\\n',\n",
              " 'What areas does Andy Catlin have experience in?\\n\\n',\n",
              " 'What are some of the key initiatives that Andy Catlin has been involved in?\\n\\n',\n",
              " \"Could you provide Antonella Marini's email address and office phone number?\\n\\n\",\n",
              " 'What is the professional focus or area of expertise for Dr. Antonella Marini?\\n\\n',\n",
              " \"In terms of profession, what is Dr. Marini's role or title?\\n\\n\",\n",
              " \"What practical applications align with Dr. Marini's teaching interests?\\n\\n\",\n",
              " 'At what educational level does Dr. Marini provide instruction?\\n\\n',\n",
              " 'What is the significance of Geometric Analysis within the field of mathematics?\\n\\n',\n",
              " 'In the realm of mathematics, what is the significance of Partial Differential Equations?\\n\\n',\n",
              " 'Who is Asaf Hochman and what is his professional background?\\n\\n',\n",
              " 'During his time at Facebook, what role or responsibilities did Asaf Hochman undertake?\\n\\n',\n",
              " 'Prior to joining Facebook, where did Asaf Hochman work?\\n\\n',\n",
              " 'Who is Atif Ghauri, and what is his professional background or role?\\n\\n',\n",
              " \"What is the primary focus of Mazars USA's services?\\n\\n\",\n",
              " 'What specific responsibilities does Atif Ghauri handle in his role at Mazars USA?\\n\\n',\n",
              " 'In which year was the global organization Mazars founded?\\n\\n',\n",
              " 'What role does Dr. Giloni hold at the Sy Syms School of Business?\\n\\n',\n",
              " \"As the area coordinator for Information and Decision Sciences at the Sy Syms School of Business, what are Dr. Giloni's responsibilities?\\n\\n[GILONI]I am responsible for the overall management of the Information and Decision Sciences (IDS) department. This includes the hiring of new faculty, the development of new courses, and the management of the department's budget. I also work closely with the department chair to ensure that the department is meeting its goals and objectives.\\n\\n\",\n",
              " 'Can you provide information on some of the co-authored articles by Dr. Giloni?\\n\\n',\n",
              " 'Which academic course is taught by Dr. Giloni?\\n\\n',\n",
              " 'In the teaching of Operations Management and Statistics, what key aspects does Dr. Giloni emphasize?\\n\\n',\n",
              " 'From which institution did Dr. Giloni earn his Ph.D.?\\n\\n',\n",
              " 'What was the cost of the PASSPort project?\\n\\n',\n",
              " 'How many transactions does PASSPort support on an annual basis?\\n\\n',\n",
              " 'What is the annual spending supported by the PASSPort project?\\n\\n',\n",
              " 'Can you explain the purpose of the Enterprise Data Warehouse & Business Intelligence system?\\n\\n',\n",
              " 'What is the educational background of Brandon Chiazza?\\n\\n',\n",
              " 'Within the technology strategy division, which units does Brandon Chiazza direct?\\n\\n',\n",
              " 'What is the educational background of Brian Malkin?\\n\\n',\n",
              " 'In which field does Brian Malkin specialize or have expertise?\\n\\n',\n",
              " 'Where is Brian Malkin currently employed?\\n\\n',\n",
              " 'What kind of clients does Brian Malkin provide counsel to?\\n\\n',\n",
              " 'What specific area does Brian Malkin primarily focus on in his practice?\\n\\n',\n",
              " 'In the realm of FDA-regulated products, which types does Brian Malkin have experience working with?\\n\\n',\n",
              " 'Regarding pharmaceutical and biologic clients, which phases of product development does Brian Malkin provide advice on?\\n\\n',\n",
              " 'What is the particular area of expertise for Brittany Palmer?\\n\\n',\n",
              " 'In terms of therapy, what specific types is Brittany Palmer trained in?\\n\\n',\n",
              " \"Could you provide information about Brittany Palmer's professional background?\\n\\n\",\n",
              " \"What is Brittany Palmer's performance background in her professional career?\\n\\n\",\n",
              " 'In Kirkuk, what role did Burdin Hickok undertake?[/INST]\\n\\n',\n",
              " 'What experience does Burdin Hickok have in the global capital markets?\\n\\n',\n",
              " 'As an editorial consultant, what responsibilities does Burdin Hickok fulfill?\\n\\n[Burdin Hickok]I am responsible for the overall editorial direction of the magazine. I work with the editor-in-chief to determine the editorial direction of the magazine, and I work with the editor-in-chief to determine the editorial direction of the magazine. I work with the editor-in-chief to determine the editorial direction of the magazine.',\n",
              " \"In her current position at Northwell Health, what is Christina Brennan's role?\\n\\n\",\n",
              " 'How many years of clinical research experience does Christina Brennan possess?\\n\\n',\n",
              " 'Could you provide information about the Society for Clinical Research Sites?\\n\\n',\n",
              " 'What is the role or purpose of the Association of Clinical Research Professionals?\\n\\n',\n",
              " 'In her involvement with the Association of Clinical Research Professionals, what specific role does Christina Brennan have?\\n\\n',\n",
              " 'Who is Daniel Davidson, and what is his expertise or area of focus?\\n\\n',\n",
              " 'What specific field or subject is Daniel Davidson an expert in?\\n\\n',\n",
              " 'Where has Daniel Davidson served as an adjunct professor in his teaching career?\\n\\n',\n",
              " 'What is the area of expertise for David Imre?\\n\\n',\n",
              " 'How many years of experience does David Imre have in the field of audit?\\n\\n',\n",
              " 'In terms of industry focus, which sectors has David Imre primarily worked in?\\n\\n',\n",
              " \"What is David Imre's current professional position?\\n\\n\",\n",
              " 'What is the current role or position of David Schwed?\\n\\n',\n",
              " 'In which areas does David Schwed possess expertise?\\n\\n',\n",
              " 'Where did David Schwed work before his current position?\\n\\n',\n",
              " 'What role does David Schwed play at the Katz School of Science and Health?\\n\\n',\n",
              " 'What certifications does David Schwed hold in his professional capacity?\\n\\n',\n",
              " 'Where did David Sweet gain experience as a machine learning engineer?\\n\\n',\n",
              " 'Did David Sweet play a role in co-founding a cryptocurrency trading company?\\n\\n',\n",
              " 'Was the cryptocurrency trading company co-founded by David Sweet eventually acquired by an investment bank?\\n\\n',\n",
              " 'What academic degrees does David Sweet hold?\\n\\n',\n",
              " 'For how long has David Sweet been involved in lecturing on tuning quantitative trading systems?\\n\\n',\n",
              " 'What is the background of Dr. David Whipple?\\n\\n',\n",
              " 'Over the course of his career, how many years has Dr. David Whipple spent working with commercial organizations?\\n\\n',\n",
              " 'Can you provide examples of industries that Dr. David Whipple has collaborated with?\\n\\n',\n",
              " \"What is the central focus of Dr. David Whipple's academic research and publications?\\n\\n\",\n",
              " 'What notable achievements has Dr. David Whipple accomplished in the realm of cloud solutions?\\n\\n',\n",
              " 'Can you provide information about Yorkville Consulting and its areas of expertise?\\n\\n',\n",
              " 'Has Yorkville Consulting experienced growth in its operations or services?\\n\\n',\n",
              " 'Which courses are taught by Dina Shapiro?\\n\\n',\n",
              " 'Where did Dina Shapiro complete her MBA?\\n\\n',\n",
              " 'In which specific areas does Dina Shapiro possess expertise?\\n\\n',\n",
              " 'Which companies has Dina Shapiro worked for during her career?\\n\\n',\n",
              " 'What awards has Dwayne A. Williams received in his professional journey?\\n\\n',\n",
              " \"Is there information available on Dwayne A. Williams' email address?\\n\\n\",\n",
              " 'Who is Dwayne Williams, and what is his professional background?\\n\\n',\n",
              " 'What is PANCE Prep Pearls, and what role does Dwayne Williams play in relation to it?\\n\\n',\n",
              " 'What areas of expertise does Dwayne Williams have?\\n\\n',\n",
              " 'How has Dwayne Williams contributed to PANCE preparation?\\n\\n',\n",
              " 'What is the recent research topic of Dylan Mandel?\\n\\n',\n",
              " \"At which venue was Dylan Mandel's research on the relationship between music and language showcased?\\n\\n\",\n",
              " \"What was the topic of Dylan Mandel's previous research?\\n\\n\",\n",
              " 'At which institution did Dylan Mandel become a visiting scholar to continue his research on moribund indigenous languages?\\n\\n',\n",
              " 'What is the background of Edward A. Belbruno?\\n\\n',\n",
              " 'Where did Edward A. Belbruno serve as an assistant professor of mathematics?\\n\\n',\n",
              " \"What specific role did Edward A. Belbruno undertake at NASA's Jet Propulsion Laboratory?\\n\\n\",\n",
              " \"What is the essence of Edward A. Belbruno's theory of space travel?\\n\\n\",\n",
              " 'Can you provide the name of the Japanese robotic lunar spacecraft that Edward A. Belbruno rescued using his innovative space travel theory?\\n\\n',\n",
              " \"How was Dr. Edward Belbruno's theory of space travel practically demonstrated in 1991?\\n\\n\",\n",
              " 'Where did Dr. Edward Belbruno pursue and earn his doctoral degree?\\n\\n',\n",
              " 'How many books has Dr. Edward Belbruno authored in collaboration with Princeton University Press?\\n\\n',\n",
              " 'How many proceedings volumes has Dr. Edward Belbruno edited as part of his academic contributions?\\n\\n',\n",
              " \"Beyond mathematics, what is Dr. Edward Belbruno's other profession or area of expertise?\\n\\n\",\n",
              " \"In which venues have Dr. Edward Belbruno's paintings been exhibited?\\n\\n\",\n",
              " 'During her time at Baxter Healthcare Corporation, what policies did Elaine Zacharakis Loumbas contribute to the development of?\\n\\n',\n",
              " 'What teaching experience does Elaine Zacharakis Loumbas possess?\\n\\n',\n",
              " 'Which courses has Elaine Zacharakis Loumbas taught in her academic career?\\n\\n',\n",
              " \"Where did Elaine Zacharakis Loumbas complete her undergraduate or bachelor's degree?\\n\\n\",\n",
              " 'Where did Dr. Mlawski initiate her career?\\n\\n',\n",
              " 'What research topics has Dr. Mlawski presented her work on?\\n\\n',\n",
              " 'What specific areas of interest does Dr. Mlawski have in her academic pursuits?\\n\\n',\n",
              " 'What academic degrees does Dr. Mlawski hold?\\n\\n',\n",
              " 'What does the acronym TSSLD stand for?\\n\\n',\n",
              " 'Where did Dr. Prodan complete his Ph.D.?\\n\\n',\n",
              " \"What is the duration of Dr. Prodan's NSF grant?\\n\\n\",\n",
              " \"Can you elaborate on the specific focus of Dr. Prodan's research?\\n\\n\",\n",
              " 'What is the area of expertise for Esteban Wesson?\\n\\n',\n",
              " 'In his current job position, what role does Esteban Wesson fulfill?\\n\\n',\n",
              " 'What type of mobile application does Esteban Wesson manage?\\n\\n',\n",
              " \"In the medical field, what is Fayrose Abodeshisha's area of expertise?\\n\\n\",\n",
              " 'How does Fayrose Abodeshisha contribute to the PA students Education Director role?\\n\\n',\n",
              " 'What responsibilities does Fayrose Abodeshisha handle as a Clinical Preceptor?\\n\\n',\n",
              " \"Can you provide information about Fayrose Abodeshisha's educational background?\\n\\n\",\n",
              " \"In the context of PA education, what is the significance of Fayrose Abodeshisha's role as a clinical preceptor?\\n\\n\",\n",
              " 'What role does a PA typically play in the surgical arena?\\n\\n',\n",
              " \"What is Fredy Zypman's current professional position?\\n\\n\",\n",
              " 'Where did Fredy Zypman earn his PhD?\\n\\n',\n",
              " 'What specific research areas interest Fredy Zypman?\\n\\n',\n",
              " \"What is the primary focus of Fredy Zypman's current research?\\n\\n\",\n",
              " 'What awards has Fredy Zypman received in recognition of his work?\\n\\n',\n",
              " 'What is the educational background of Fredy Zypman?\\n\\n',\n",
              " 'In which industry has Fredy Zypman provided consulting services?\\n\\n',\n",
              " 'How many patents does Fredy Zypman currently hold?\\n\\n',\n",
              " 'Can you provide the office address of Fredy Zypman?\\n\\n',\n",
              " 'What is the email address to contact Fredy Zypman?\\n\\n',\n",
              " \"What is the primary focus of Dr. Fredy Zypman's research?\\n\\n\",\n",
              " 'What is the current position of Gabriel Cwilich at Yeshiva University?\\n\\n',\n",
              " 'What educational background does Gabriel Cwilich possess?\\n\\n',\n",
              " 'What is the email address of Gabriel Cwilich?\\n\\n',\n",
              " 'What is the office phone number for Gabriel Cwilich?\\n\\n',\n",
              " \"Where is Gabriel Cwilich's office located on the Wilf campus?\\n\\n\",\n",
              " 'What is the secondary office location for Gabriel Cwilich on the Wilf campus?\\n\\n',\n",
              " 'Can you provide information about the Jay and Jeanie Schottenstein Honors Program at Yeshiva University?\\n\\n',\n",
              " 'What is the Institute for Physical Science and Technology, and its role at Yeshiva University?\\n\\n',\n",
              " 'What specific area of expertise does Gary Sztajnman possess?\\n\\n',\n",
              " \"What are some details about Gary Sztajnman's previous work experiences?\\n\\n\",\n",
              " \"What is Herman Weiss's current professional position?\\n\\n\",\n",
              " 'Before joining Juniper Pharmaceuticals, where did Herman Weiss practice medicine?\\n\\n',\n",
              " 'In New York, what type of medical centers did Herman Weiss establish?\\n\\n',\n",
              " 'Can you provide information about FibroControl and its significance?\\n\\n',\n",
              " 'Which courses are taught by James Topor?\\n\\n## ',\n",
              " \"What is James Topor's educational and professional background in computer science?\\n\\n\",\n",
              " \"In the field of international business, what is James Topor's background?\\n\\n\",\n",
              " \"What is Javier Guillen's specific area of expertise?\\n\\n\",\n",
              " 'Where is Javier Guillen currently employed?\\n\\n',\n",
              " 'How many years of experience does Javier Guillen have in the technology industry?\\n\\n',\n",
              " 'What corporate data and analytics initiatives has Javier Guillen been involved in?\\n\\n',\n",
              " 'What is the Charlotte Business Intelligence User Group, and what is its focus?\\n\\n',\n",
              " \"Can you provide information about Javier Guillen's educational background?\\n\\n\",\n",
              " 'What is the main focus or theme of the Charlotte Business Intelligence User Group?\\n\\n',\n",
              " 'What subject or subjects does Javier Guillen teach?\\n\\n',\n",
              " 'In which industry does Javier Guillen primarily work?\\n\\n',\n",
              " 'What is the size of the company that Javier Guillen is associated with?\\n\\n',\n",
              " 'What is the area of expertise for Jeff Nieman?\\n\\n',\n",
              " 'Which companies has Jeff Nieman worked for in his professional career?\\n\\n',\n",
              " 'What type of systems does Jeff Nieman specialize in building?\\n\\n',\n",
              " 'Can you provide information about the specific initiative led by Jeff Nieman?\\n\\n',\n",
              " 'What were some key projects that Jeff Nieman undertook during his career?\\n\\n',\n",
              " 'Which courses does Jeff Nieman teach in his academic role?\\n\\n',\n",
              " 'What academic degrees does Jeff Nieman hold?\\n\\n',\n",
              " \"What is Jeff Nieman's current professional role or position?\\n\\n\",\n",
              " 'Can you elaborate on the purpose of the initiative that Jeff Nieman led?\\n\\n',\n",
              " 'For Ford, what kind of application did Jeff Nieman develop?\\n\\n',\n",
              " 'Where is the University of Central Florida located?\\n\\n',\n",
              " \"What is the primary focus of Jeff Wunderman's work?\\n\\n\",\n",
              " 'At which hedge fund does Jeff Wunderman work, and what is its name?\\n\\n',\n",
              " \"What role do Jupyter notebooks play in Jeff Wunderman's work?\\n\\n\",\n",
              " 'What is the current position of Jessica Rifkind?\\n\\n',\n",
              " 'In which specific area does Jessica Rifkind possess expertise?\\n\\n',\n",
              " 'Can you provide information about Audible and its purpose?\\n\\n',\n",
              " 'Where does Dr. Jochen Raimann currently work?\\n\\n',\n",
              " 'What specific role does Dr. Jochen Raimann hold at the Renal Research Institute?\\n\\n',\n",
              " 'What are the responsibilities of Dr. Jochen Raimann at the Renal Research Institute?\\n\\n',\n",
              " 'For which journals does Dr. Jochen Raimann serve as an associate editor?\\n\\n',\n",
              " 'Can you provide information about Easy Water for Everyone?\\n\\n',\n",
              " 'What role does Dr. Jochen Raimann play in Easy Water for Everyone?\\n\\n',\n",
              " 'What academic degrees has Dr. Jochen Raimann earned?\\n\\n',\n",
              " 'What subjects or courses does Dr. Jochen Raimann teach?\\n\\n',\n",
              " 'Since when has Dr. Jochen Raimann been employed at the Renal Research Institute?\\n\\n',\n",
              " 'What is the area of expertise for Joseph Panzarella?\\n\\n',\n",
              " \"Can you describe Joseph Panzarella's professional background?\\n\\n\",\n",
              " 'What academic diplomas has Joshua Moritz been awarded?\\n\\n',\n",
              " \"Can you provide details about Joshua Moritz's professional background?\\n\\n\",\n",
              " \"What is Joy Payton's professional occupation?\\n\\n\",\n",
              " 'Where is Joy Payton currently employed?\\n\\n',\n",
              " \"What responsibilities does Joy Payton hold at the Children's Hospital of Philadelphia?\\n\\n\",\n",
              " 'In which specific field does Joy Payton possess expertise?\\n\\n',\n",
              " 'Regarding curriculum development, what specific area is Joy Payton considered an expert in?\\n\\n',\n",
              " \"What is the primary focus of Julia Agosto's doctoral degree?\\n\\n\",\n",
              " \"Why are Julia Agosto's certification and credentials important in her professional field?\\n\\n\",\n",
              " 'Who is  Julian Jenkins?\\n\\n',\n",
              " 'What is the area of expertise for Julian Jenkins?\\n\\n',\n",
              " 'What role does Julian Jenkins play at Incyte Corporation?\\n\\n',\n",
              " 'What is the specific field of expertise for Dr. Laura Sylvia?\\n\\n',\n",
              " 'Which certifications does Dr. Laura Sylvia hold?\\n\\n',\n",
              " 'In what clinical areas does Dr. Laura Sylvia engage in?\\n\\n',\n",
              " 'Which courses does Dr. Laura Sylvia instruct?\\n\\n',\n",
              " 'What academic degrees has Dr. Laura Sylvia attained?\\n\\n',\n",
              " 'What is the job title of Dr. Laura Sylvia?\\n\\n',\n",
              " 'How many peer-reviewed journals has Lawrence Fulton authored?\\n\\n',\n",
              " \"What was the focus of Lawrence Fulton's previous work?\\n\\n\",\n",
              " 'Which programming languages is Lawrence Fulton skilled in for healthcare simulation?\\n\\n',\n",
              " 'Which courses does Lawrence Fulton lead?\\n\\n',\n",
              " 'What academic degree has Lawrence Fulton achieved?\\n\\n',\n",
              " 'In which area of machine learning is Lawrence Fulton considered an expert?\\n\\n',\n",
              " 'On which editorial board is Dr. Lea F. Santos a member?\\n\\n',\n",
              " 'What awards has Dr. Lea F. Santos received recognition for?\\n\\n',\n",
              " 'What is the highest academic degree attained by Dr. Lea F. Santos?\\n\\n',\n",
              " \"What is the primary focus of Dr. Lea F. Santos' research?\\n\\n\",\n",
              " 'For which journal does Dr. Lea F. Santos serve as an editorial board member?\\n\\n',\n",
              " 'What is the name of the organization for which Dr. Lea F. Santos has received awards?\\n\\n',\n",
              " \"What is Lev Feldman's current role?\\n\\n\",\n",
              " \"Can you provide details about Lev Feldman's area of expertise?\\n\\n\",\n",
              " 'Where did Lev Feldman acquire his expertise?\\n\\n',\n",
              " \"Can you outline Lev Feldman's educational background?\\n\\n\",\n",
              " 'What is the area of expertise for Dr. Marian Gidea?\\n\\n',\n",
              " 'Where did Dr. Marian Gidea serve as a research professor prior to joining Yeshiva University?\\n\\n',\n",
              " 'Did Dr. Marian Gidea hold a tenured professorship at Northeastern Illinois University?\\n\\n',\n",
              " 'Where else has Dr. Marian Gidea worked as a visiting assistant professor?\\n\\n',\n",
              " \"Can you provide details about Dr. Marian Gidea's educational background?\\n\\n\",\n",
              " 'What is the significance of being appointed program director of the Mathematical Sciences Division at the National Science Foundation?\\n\\n',\n",
              " 'Is Dr. Marian Gidea widely recognized for his publications?\\n\\n',\n",
              " 'What is the profession of Dr. Marissa A. Barrera?\\n\\n',\n",
              " \"Can you outline Dr. Barrera's educational background?\\n\\n\",\n",
              " \"What is Dr. Barrera's specific area of expertise?\\n\\n\",\n",
              " 'How many clinicians has Dr. Barrera globally trained?\\n\\n',\n",
              " 'With which organizations is Dr. Marissa A. Barrera affiliated?\\n\\n',\n",
              " 'Can you provide information about New York Neurogenic Speech-Language Pathology?\\n\\n',\n",
              " 'What awards has Dr. Marissa A. Barrera been honored with?\\n\\n',\n",
              " 'Can you elaborate on the grant awarded to Dr. Marissa A. Barrera and its purpose?\\n\\n',\n",
              " 'When was the Zaslavsky Prize awarded to Dr. Mark Edelman?\\n\\n',\n",
              " 'What is the Zaslavsky Prize, and why is it significant?\\n\\n',\n",
              " 'What degrees does Dr. Mark Edelman hold in his educational history?\\n\\n',\n",
              " \"Can you outline the focus of Dr. Mark Edelman's research?\\n\\n\",\n",
              " 'Can you provide details about the Stern College for Women?\\n\\n',\n",
              " 'Define astrophysics.\\n\\n',\n",
              " 'Can you explain the significance of the Zaslavsky Prize in Nonlinear Science and Complexity?\\n\\n',\n",
              " 'To which professional organizations does Mark Edelman belong?\\n\\n',\n",
              " 'For which journals has Mark Edelman served as a referee?\\n\\n',\n",
              " 'What is the significance of \"A Property of 5+5i\" in Dr. Michael Dalezman\\'s work?\\n\\n',\n",
              " \"Can you elaborate on the focus of Dr. Michael Dalezman's research?\\n\\n\",\n",
              " \"What is Dr. Michael Dalezman's approach to teaching?\\n\\n\",\n",
              " 'What is the area of expertise of Michael Schulte?\\n\\n',\n",
              " 'What role does Michael Schulte hold at the Katz School?\\n\\n',\n",
              " \"What is Michael Schulte's current position at CareFirst Blue Cross/Blue Shield?\\n\\n\",\n",
              " 'What responsibilities did Michael Schulte have at Johns Hopkins HealthCare?\\n\\n',\n",
              " 'What academic degrees has Michael Schulte earned?\\n\\n',\n",
              " 'Which courses does Michael Schulte teach?\\n\\n',\n",
              " \"What is the primary focus of Michael Schulte's work at CareFirst Blue Cross/Blue Shield?\\n\\n\",\n",
              " 'Can you elaborate on the specific research areas of Michael Schulte?\\n\\n',\n",
              " \"What is Michael Schulte's background?\\n\\n\",\n",
              " 'What is the current position of Dr. Michaela Medved?\\n\\n',\n",
              " 'What academic degrees has Dr. Michaela Medved obtained?\\n\\n',\n",
              " \"Can you provide insights into the focus of Dr. Michaela Medved's PhD research?\\n\\n\",\n",
              " \"What is the primary focus of Dr. Michaela Medved's ClinScD research?\\n\\n\",\n",
              " 'With which populations has Dr. Michaela Medved worked?\\n\\n',\n",
              " 'In what area does Dr. Michaela Medved possess expertise in dysphagia intervention?\\n\\n',\n",
              " 'What is the educational background of Dr. Garfinkel?\\n\\n',\n",
              " 'What specific research areas interest Dr. Garfinkel?\\n\\n',\n",
              " 'What certification does Dr. Garfinkel hold?\\n\\n',\n",
              " \"What were Nebahat Bayrakcioglu's responsibilities as a program coordinator?[/INST]\\n\\n\",\n",
              " 'Which academic degrees does Nebahat Bayrakcioglu possess?\\n\\n',\n",
              " 'In what languages is Nebahat Bayrakcioglu proficient?\\n\\n',\n",
              " 'What type of data did Nebahat Bayrakcioglu collect and analyze?\\n\\n',\n",
              " 'What type of staff did Nebahat Bayrakcioglu recruit and manage?\\n\\n',\n",
              " 'What are some challenges associated with predicting protein phase behavior?\\n\\n',\n",
              " 'What potential applications can arise from understanding protein phase behavior?\\n\\n',\n",
              " 'What is the primary research focus of Professor Neer Asherie?\\n\\n',\n",
              " 'What are the various phases that proteins can self-assemble into?\\n\\n',\n",
              " 'Why is the inability to predict protein phase behavior problematic?\\n\\n',\n",
              " 'What approach does Professor Asherie employ to understand the relationship between molecular interactions and macroscopic phases?\\n\\n',\n",
              " \"What is Professor Asherie's office address?\\n\\n\",\n",
              " 'What field does Professor Asherie focus on in her research?\\n\\n',\n",
              " \"What is Pablo Roldan's current professional position?\\n\\n\",\n",
              " 'What are the educational qualifications of Pablo Roldan?\\n\\n',\n",
              " \"What is the primary focus of Pablo Roldan's research?\\n\\n\",\n",
              " 'What approach does Pablo Roldan take in his research?\\n\\n',\n",
              " 'Apart from Mathematics, what are the other interests of Pablo Roldan?\\n\\n',\n",
              " 'What type of software does Pablo Roldan enjoy developing?\\n\\n',\n",
              " 'Does Dr. Roldan provide guidance to students regarding their thesis research?\\n\\n',\n",
              " 'From which institution did Dr. Roldan receive his B.S. degree?\\n\\n',\n",
              " 'Who is obligated to report all inventions to Yeshiva University?\\n\\n',\n",
              " 'What is the ownership policy concerning patents and intellectual property resulting from research supported by Yeshiva University resources?\\n\\n',\n",
              " 'Who is responsible for managing patent applications and patents?\\n\\n',\n",
              " 'What is the objective of seeking licenses for the commercial development of intellectual property?\\n\\n',\n",
              " 'How is the income from licensing intellectual property distributed?\\n\\n',\n",
              " 'What occurs if Yeshiva University decides not to patent an invention?\\n\\n',\n",
              " 'Who is responsible for determining whether Yeshiva University will decline to pursue a patent?\\n\\n',\n",
              " \"What is Patricia Berry's current professional role?\\n\\n\",\n",
              " 'What is the nature of Harrison and Star?\\n\\n',\n",
              " 'What area of expertise is Patricia Berry known for?\\n\\n',\n",
              " 'In which industries has Patricia Berry gained experience?\\n\\n',\n",
              " \"What is Patricia Berry's background in pharmaceutical marketing?\\n\\n\",\n",
              " 'How does Patricia Berry approach brand positioning?\\n\\n',\n",
              " 'What is the significance of the Jedlik Anyos fellowship received by Peter Nandori?\\n\\n',\n",
              " \"What is Peter Nandori's email contact?\\n\\n\",\n",
              " 'In what field is Dr. Peter Nandori considered an expert?\\n\\n',\n",
              " 'Where is Dr. Peter Nandori currently employed?\\n\\n',\n",
              " 'What academic subjects does Dr. Peter Nandori enjoy teaching?\\n\\n',\n",
              " 'When did Dr. Peter Nandori become a member of a specific entity in spring 2021?\\n\\n',\n",
              " 'Where did Dr. Peter Nandori serve as a Brin fellow?\\n\\n',\n",
              " 'Before joining Yeshiva University, where was Dr. Peter Nandori an assistant professor?\\n\\n',\n",
              " \"When did Ran Drori commence his post-doc at NYU's Chemistry department?\\n\\n\",\n",
              " 'What were the primary projects that Ran Drori worked on during his post-doc at NYU?\\n\\n',\n",
              " 'When did Ran Drori become a part of the Chemistry and Biochemistry Department at Yeshiva University?\\n\\n',\n",
              " 'What is the rank of the publication authored by Shtukenberg, Drori, Kahr, et al.?\\n\\n',\n",
              " 'What is the main discovery presented in the publication by Meister, DeVries, Bakker, and Drori?\\n\\n',\n",
              " 'What is the title of the publication co-authored by Drori, Holmes-Cerfon, Kahr, Kohn, and Ward?\\n\\n',\n",
              " 'What are the email address and office phone number of Ran Drori?\\n\\n',\n",
              " 'In what field is Dr. Ran Drori recognized as an expert?\\n\\n',\n",
              " 'Where is Dr. Ran Drori currently employed?\\n\\n',\n",
              " \"What is the significance of µ-Ice in Dr. Ran Drori's research?\\n\\n\",\n",
              " \"What is the primary focus of Dr. Drori's ongoing research?\\n\\n\",\n",
              " 'What challenges arise from the formation of gas hydrates in flowlines transporting gas and oil?\\n\\n',\n",
              " 'How do antifreeze proteins contribute to addressing problems related to gas hydrate formation?\\n\\nGas hydrates are ice-like crystals formed by the association of water and gas molecules. They are found in the ocean and in permafrost regions. The formation of gas hydrates is a problem for the oil and gas industry, as it can cause blockages in pipelines and wells. Antifreeze proteins (AFPs) are a',\n",
              " \"What publications are credited to Dr. Rana Khan's authorship?\\n\\n\",\n",
              " 'What is the contact information for Dr. Rana Khan?\\n\\n',\n",
              " 'What area of expertise is Dr. Rana Khan recognized for?\\n\\n',\n",
              " 'What role does Dr. Rana Khan hold at Yeshiva University?\\n\\n',\n",
              " \"What is Dr. Rana Khan's professional background before joining Yeshiva University?\\n\\n\",\n",
              " 'During her early career, what specific projects or research did Dr. Rana Khan contribute to?\\n\\n',\n",
              " 'What leadership role did Dr. Rana Khan take on in the creation of something at UMUC?\\n\\n',\n",
              " 'What initiatives did Dr. Rana Khan implement during her time at UMUC?\\n\\n',\n",
              " 'What courses are taught by Dr. Rana Khan?\\n\\n',\n",
              " \"What is Robert Friedman's position at Katz?\\n\\n\",\n",
              " 'What teaching philosophy or emphasis does Robert Friedman have in his course?\\n\\n',\n",
              " \"What is the central focus of Robert Friedman's course?\\n\\n\",\n",
              " \"In which industries will students gain insights in Robert Friedman's course?\\n\\n\",\n",
              " \"What specific topics or subjects will students explore in Robert Friedman's course?\\n\\n\",\n",
              " 'In which industries has Robert Friedman gained work experience?\\n\\n',\n",
              " 'What roles has Robert Friedman undertaken within the Life Sciences industry?\\n\\n',\n",
              " \"What is the extent of Robin Brizzi's teaching experience?\\n\\n\",\n",
              " 'What roles or positions has Robin Brizzi held in her employment history?\\n\\n',\n",
              " 'What specific skills does Robin Brizzi aim to help PA students develop?\\n\\n',\n",
              " 'What is the primary goal or outcome that Robin Brizzi prepares PA students for?\\n\\n',\n",
              " 'What is the educational background of Robin Brizzi?\\n\\n',\n",
              " 'What subject or subjects does Samuel Strum teach?\\n\\n',\n",
              " 'What academic degree has Samuel Strum obtained?\\n\\n',\n",
              " 'What is the educational background of Samuel Strum?\\n\\n',\n",
              " 'What specific field or area is Samuel Strum considered an expert in?\\n\\n',\n",
              " 'How many total papers has Dr. Sergey Buldyrev published?\\n\\n',\n",
              " 'What is the central focus or topic of the book co-authored by Dr. Sergey Buldyrev?\\n\\n',\n",
              " 'From which university did Dr. Sergey Buldyrev earn his Ph.D.?\\n\\n',\n",
              " 'In which areas of physics does Dr. Sergey Buldyrev specialize?\\n\\n',\n",
              " \"Where did Sharon Verity pursue her Master's degree?\\n\\n\",\n",
              " 'What is the educational background of Sharon Verity?\\n\\n',\n",
              " \"What is Sharon Verity's philosophy regarding teaching?\\n\\n\",\n",
              " 'What kind of professional experience does Sharon Verity possess?\\n\\n',\n",
              " 'What accolades or recognition has Sharon Verity received?\\n\\n',\n",
              " \"What is Onyxia and what is its significance?\\n\\nOnyxia is a dragon that is located in the Onyxia's Lair in the Burning Steppes. She is a rare spawn that is only available to be killed once a week. She is a level 60 elite and is a very difficult fight. She is a rare spawn that is only available to be killed once a week. She is a\",\n",
              " \"What is Sivan Tehila's role within the Katz School of Science and Health?\\n\\n\",\n",
              " 'What were the roles or positions held by Sivan Tehila in the Israel Defense Forces?\\n\\n',\n",
              " 'What is the educational background of Sivan Tehila?\\n\\n',\n",
              " 'In what capacity is Sivan Tehila involved in promoting women in cybersecurity?\\n\\n',\n",
              " \"What is Dr. Bodie's specialized area or field of expertise?\\n\\n\",\n",
              " 'From which institution did Dr. Bodie receive her BSc degree?\\n\\n',\n",
              " 'What is the overall educational background of Dr. Bodie?\\n\\n',\n",
              " \"What is Dr. Bodie's professional work experience?\\n\\n\",\n",
              " 'What is Dr. Bodie passionate about in her work?\\n\\n',\n",
              " 'In what setting does Dr. Bodie provide in-home services?\\n\\n# ',\n",
              " 'What geographical area does Dr. Bodie cover in her work?\\n\\n',\n",
              " \"What is the primary goal of Dr. Bodie's work with elderly patients?\\n\\n\",\n",
              " 'What skills does Dr. Bodie focus on when working with preschool students?\\n\\n',\n",
              " \"What is the central focus or goal of Yeshiva University's master's degree program in artificial intelligence?\\n\\n\",\n",
              " 'What are some specific AI and machine learning models that students will learn in the program?\\n\\n',\n",
              " 'What are the prerequisites for enrolling in graduate courses within the program?\\n\\n',\n",
              " 'In what ways does the program impact society?\\n\\n',\n",
              " 'What knowledge or skills do students gain from participating in the program?\\n\\n',\n",
              " 'What recent internship opportunities have been available through the program?\\n\\n',\n",
              " 'What type of degree program is offered by the Katz School?\\n\\n',\n",
              " 'What skills do students develop in the Cybersecurity program?\\n\\n',\n",
              " 'What kind of experiential learning opportunities do students receive in the Cybersecurity program?\\n\\n',\n",
              " 'Can you provide examples of recent projects completed by students in the Cybersecurity program?\\n\\n',\n",
              " 'What is the Tech Fellows program about?\\n\\n',\n",
              " 'Can you share some recent internships and job placements achieved by students in the program?\\n\\n',\n",
              " 'What is the primary focus of the M.S. in Digital Marketing and Media program?\\n\\n',\n",
              " 'What specific skills do students acquire in this program?\\n\\n',\n",
              " 'What marketing strategies are covered in the program?\\n\\n',\n",
              " 'How long is the duration of the Digital Marketing and Media program?\\n\\n',\n",
              " 'Can you explain the B.A./M.A. Pathways option?\\n\\n',\n",
              " 'What are the prerequisites for enrolling in graduate coursework within the M.A. in Mathematics program?\\n\\n',\n",
              " 'Do international students have eligibility for Optional Practical Training (OPT) with the M.A. in Mathematics program?\\n\\n',\n",
              " 'What is the primary focus of the Ph.D. program in Mathematical Sciences at Yeshiva University?\\n\\n',\n",
              " 'Can you provide examples of the tools of analysis pursued and developed by faculty in the department?\\n\\n',\n",
              " 'How long does it typically take to complete the Occupational Therapy Doctorate program?\\n\\n',\n",
              " 'Why is it crucial to consider the time and date linked with a CRN (Course Reference Number)?\\n\\n',\n",
              " 'Who is the appropriate person for students to reach out to regarding inquiries about course schedules, descriptions, and class timings?\\n\\n',\n",
              " 'What is the name of the book written by Andrew Christler?\\n\\n',\n",
              " \"Where did Andy Catlin obtain his bachelor's degree?\\n\\n\",\n",
              " 'What position does Antonella Marini currently hold?\\n\\n',\n",
              " \"What area does Antonella Marini's research primarily focus on?\\n\\n\",\n",
              " 'Why is robust forecasting crucial in supply chain management?\\n\\n',\n",
              " \"What is the significance of Dr. Giloni's contributions to supply chain management?\\n\\n\",\n",
              " 'Which units does Brandon Chiazza oversee in the technology strategy division?\\n\\n',\n",
              " \"What is Brian Malkin's current professional role?\\n\\n\",\n",
              " \"What is the main focus of Brian Malkin's legal practice?\\n\\n\",\n",
              " 'Which course does Brian Malkin teach at the Katz School?\\n\\n',\n",
              " \"What is the primary emphasis of Brian Malkin's practice?\\n\\n\",\n",
              " 'In which types of therapy is Brittany Palmer trained?\\n\\n',\n",
              " 'What does CCC-SLP stand for?\\n\\n',\n",
              " \"What is Burdin Hickok's area of expertise?\\n\\n\",\n",
              " 'What experience did Burdin Hickok gain in Iraq?\\n\\n',\n",
              " 'What is the purpose of Provincial Reconstruction Teams (PRTs) in Iraq?\\n\\n',\n",
              " 'Is Mitsubishi UFJ Financial Group considered a global bank?\\n\\n',\n",
              " 'Has Yorkville Consulting experienced growth?\\n\\n',\n",
              " \"What is Dina Shapiro's area of expertise?\\n\\n\",\n",
              " 'What has Dwayne Williams done to assist with PANCE preparation?\\n\\n',\n",
              " \"Could you provide some details about Dr. Prodan's background?\\n\\n\",\n",
              " \"What are Fayrose Abodeshisha's teaching and research interests?\\n\\n\",\n",
              " 'Could you provide information about New York Neurogenic Speech-Language Pathology?\\n\\n',\n",
              " 'Where did Dr. Kadiyala serve as a postdoctoral fellow specializing in cybersecurity for embedded systems?\\n\\n',\n",
              " 'What expertise does Sivie Naimer specialize in?\\n\\n',\n",
              " 'Could you elaborate on the B.A./M.S. Pathways option?\\n\\n',\n",
              " 'Could you explain what the Math Fellows program is?\\n\\n',\n",
              " 'What is the assessment process for Honors applicants in the two-stage evaluation?\\n\\n',\n",
              " 'What kinds of programs did numerous Straus Scholars engage in over the summer to explore facets of public policy and philosophy?\\n\\n',\n",
              " 'What link did Adam Kirsch establish between his most recent book and Jewish philosophy or ideology?\\n\\n',\n",
              " \"What is the primary objective of YU Global, and how does it contribute to students' career success?\\n\\n\",\n",
              " 'What responsibilities does David Chubak hold in the Sy Syms School of Business at Yeshiva University?\\n\\n',\n",
              " \"What qualities and background characterize David Chubak's role as Chair of the Board of Overseers at Sy Syms?\\n\\n[CHUBAK]I'm a graduate of the Sy Syms School of Business, and I've been on the Board of Overseers for 10 years. I'm a CPA, and I've been in the accounting profession for 30 years. I'm a partner in a firm called Marcum LLP, and I'm\",\n",
              " \"What is the initial step in the application process for Yeshiva University's undergraduate programs?\\n\\n\",\n",
              " 'What information is required in the resume/extracurricular activity list for Yeshiva University applications?\\n\\n',\n",
              " 'What are the designated codes for sending official SAT or ACT scores to Yeshiva University?\\n\\n',\n",
              " 'How many recommendation letters are needed for Yeshiva University applications, and who should provide them?\\n\\n',\n",
              " 'What additional criteria apply to international applicants seeking admission to the Honors Programs at Yeshiva University?\\n\\n',\n",
              " 'How should official college transcripts be submitted by international students transferring from another university to Yeshiva University?\\n\\n',\n",
              " 'Which documents are necessary for the evaluation of potential course transfers for international students at Yeshiva University?\\n\\n',\n",
              " 'What English proficiency exams does Yeshiva University accept from international students, and when are they mandatory?\\n\\n',\n",
              " 'How can international applicants submit their high school transcripts to Yeshiva University?\\n\\n',\n",
              " 'Why is it recommended to engage with professors and alumni when considering a graduate degree?\\n\\n',\n",
              " 'What role do letters of recommendation play in the graduate school application process?\\n\\n',\n",
              " 'How should applicants approach crafting their personal statement for graduate school applications?\\n\\n',\n",
              " 'Why is it crucial to submit graduate school applications early?\\n\\n',\n",
              " 'What is the expected duration for participants to complete the course content?\\n\\n',\n",
              " 'What are the specific criteria for Early Admission applicants to Yeshiva University?\\n\\n',\n",
              " 'What documentation and materials are necessary for the Early Admission application process?\\n\\n',\n",
              " 'How should applicants initiate the Early Admission application process at Yeshiva University?\\n\\n',\n",
              " 'What are the available areas of specialization within the BA in Mathematical Sciences program?\\n\\n',\n",
              " 'What are the admission criteria for students applying to the BA/MA Program in Mathematical Sciences?\\n\\n',\n",
              " 'What types of advanced degrees and career paths have recent graduates pursued in the field of mathematics?\\n\\n',\n",
              " 'According to the American Sociological Association, what is the primary subject matter of sociology?\\n\\n',\n",
              " 'What analytical skills are emphasized in the learning goals for sociology majors?\\n\\n',\n",
              " 'In terms of preparation for further study, how is the pre-engineering major regarded?\\n\\n',\n",
              " 'What joint programs are established between Yeshiva College and Columbia University?\\n\\n',\n",
              " 'Can you provide an overview of the BA/BS plan within the joint programs offered with Columbia University?\\n\\n',\n",
              " 'According to Socrates, what does he consider not worth living?\\n\\n',\n",
              " 'What sets philosophy apart in terms of its methods and subject matter?\\n\\n',\n",
              " 'What skills can individuals develop through the study of philosophy at Yeshiva College?\\n\\n',\n",
              " 'For the Creative Writing concentration, which course must be taken within the first two semesters?\\n\\n',\n",
              " 'How many total credits are required for the Literary Studies concentration within the English major?\\n\\n',\n",
              " 'In the Literary Studies concentration, which course is specifically offered in the Fall as the Advanced Research Seminar?\\n\\n',\n",
              " 'What is the prerequisite for all other ENG (English) courses in the English minor?\\n\\n',\n",
              " 'How many credits are needed in total for the completion of the English minor at Yeshiva College?\\n\\n',\n",
              " 'How many ENG courses are mandatory for completion of the English minor at Yeshiva College?\\n\\n',\n",
              " 'What is the total credit requirement for the Media Studies Minor?\\n\\n',\n",
              " 'How many additional ENG credits are needed for the Media Studies Minor?\\n\\n',\n",
              " 'Which course can be taken concurrently with ENG 2010 but serves as a prerequisite for all other ENG courses?\\n\\n',\n",
              " 'What career opportunities are available to graduates with a degree in history from Yeshiva University?\\n\\n',\n",
              " 'How do students at Yeshiva University gain an understanding of the diverse richness of human experience?\\n\\n',\n",
              " \"What is the faculty's role in teaching history at Yeshiva University?\\n\\n\",\n",
              " 'In Tanakh study at Yeshiva College, how does the exploration extend beyond historical context?\\n\\n',\n",
              " \"What is Yeshiva College's mission statement regarding the study of Tanakh?\\n\\n\",\n",
              " 'What Hebrew language classes are offered by the BHNES?\\n\\nThe BHNES offers a variety of Hebrew language classes. The classes are offered at different levels, from beginner to advanced. The classes are taught by experienced and qualified teachers. The classes are offered in a variety of formats, including online and in-person. The classes are offered at a variety of times, including weekdays, weekends, and evenings. The classes',\n",
              " 'How many elective courses are required for the Architecture Minor, and what choices are available?\\n\\n',\n",
              " 'Which studio art course is mandatory for the Architecture Minor?\\n\\n',\n",
              " 'What opportunities are available to students with a GPA of 3.0 or higher upon completing the AA or AS programs?\\n\\n',\n",
              " 'What are the criteria for successful completion of the AA or AS programs?\\n\\n',\n",
              " 'What is the main focus of the course designed for aspiring controllers?\\n\\n',\n",
              " 'What specific modules are covered in the course?\\n\\n',\n",
              " 'What is the distinctive approach of the College Experience courses in the AS in Management program?\\n\\n',\n",
              " 'What pathways are open to students upon successful completion of the AS in Management program?\\n\\n',\n",
              " 'How do AS students engage in Jewish Studies?\\n\\n',\n",
              " 'What opportunities are provided to AS students in the on-campus experience?\\n\\n',\n",
              " 'What commitments are expected from Early Decision candidates who receive an Early Decision Honors Award?\\n\\n',\n",
              " 'What educational background does Dr. Peter Franz possess?\\n\\n',\n",
              " 'Where did Dr. Peter Franz conduct his postdoctoral research fellowship?\\n\\n',\n",
              " \"Who meets the eligibility criteria for Yeshiva University's undergraduate programs?\\n\\n\",\n",
              " 'For transfer applicants with 29 or fewer earned post-secondary credits, what documents should be submitted to process their application?\\n\\n',\n",
              " 'How many independent consultants are under the leadership of Brandon Chiazza?\\n\\n',\n",
              " 'What is the role of Provincial Reconstruction Teams (PRTs) in Iraq?\\n\\n',\n",
              " 'What educational qualifications does Burdin Hickok hold?\\n\\n',\n",
              " 'What is the educational background of Christina Brennan?\\n\\n',\n",
              " 'How many research papers has Dr. Edward Belbruno authored in professional journals?\\n\\n',\n",
              " 'In which states is Elaine Zacharakis Loumbas licensed to practice law?\\n\\n',\n",
              " \"What is Esteban Wesson's hometown or place of origin?\\n\\n\",\n",
              " \"What role does Fayrose Abodeshisha play at New York University School of Medicine/Bellevue Hospital's Surgery Department?\\n\\n[Fayrose Abodeshisha]I am a research assistant in the Department of Surgery at New York University School of Medicine/Bellevue Hospital. I am currently working on a project that is looking at the role of the immune system in the development of liver cancer.\\n\\n\",\n",
              " \"What significance does Fayrose Abodeshisha's work hold in ambulatory surgery?\\n\\n\",\n",
              " \"What is Gabriel Cwilich's specific area of expertise?\\n\\n\",\n",
              " 'What departments or disciplines are encompassed by the Division of Natural & Mathematical Sciences at Yeshiva University?\\n\\n',\n",
              " 'From which institution did Gary Sztajnman obtain his MIB degree?\\n\\n',\n",
              " 'In which city is the University of Miami located?\\n\\n',\n",
              " 'What educational background does Jessica Rifkind have?\\n\\n',\n",
              " 'What role does Jessica Rifkind hold at Audible?\\n\\n',\n",
              " \"How does Julia Agosto's role as a bridge between academic coursework and clinical education contribute to the overall importance and effectiveness of the educational process?\\n\\n\",\n",
              " \"What is the primary source of funding for Dr. Lea F. Santos' research?\\n\\n\",\n",
              " \"What was Lev Feldman's role or position immediately before joining Amazon?\\n\\n\",\n",
              " \"What is Dr. Marian Gidea's current position within Yeshiva University?\\n\\n\",\n",
              " 'Was Dr. Marian Gidea affiliated with the Institute for Advanced Study at Princeton?\\n\\n',\n",
              " 'What responsibilities does Dr. Marian Gidea currently have at the National Science Foundation?\\n\\n',\n",
              " 'What is the present role or position of Mark Edelman?\\n\\n',\n",
              " 'Before joining Stern College for Women, where was Mark Edelman employed?\\n\\n',\n",
              " 'What academic qualifications does Mark Edelman possess?\\n\\n',\n",
              " 'Which specific courses are currently taught by Mark Edelman?\\n\\n',\n",
              " \"Is there any information available about Dr. Michael Dalezman's religious affiliations? I'm not sure if this is the right place to ask this question, but I'm curious about his religious affiliations. I'm not sure if this is the right place to ask this question, but I'm curious about his religious affiliations. I'm not sure if this is the right place to ask this question, but I'm curious about his religious affiliations\",\n",
              " \"Could you elaborate on the main focus of Michael Schulte's research?\\n\\n\",\n",
              " 'How many years of professional experience does Dr. Garfinkel have in occupational therapy?\\n\\n',\n",
              " 'What types of schedules were created by Nebahat Bayrakcioglu?\\n\\n',\n",
              " 'What educational background does Professor Asherie have?\\n\\n',\n",
              " 'Is there a preferred contact method for reaching Professor Asherie?\\n\\n',\n",
              " \"Is there a publicly available contact number for Professor Asherie's office?\\n\\n\",\n",
              " 'Where did Dr. Roldan complete his Ph.D. and M.S. degrees?\\n\\n',\n",
              " \"What objectives does Yeshiva University's Patent Policy aim to achieve?\\n\\n\",\n",
              " 'What is the title of the publication authored by Berger, Meister, DeVries, Eves, Davies, and Drori?\\n\\n',\n",
              " 'What specific expertise does Robert Friedman possess?\\n\\n',\n",
              " 'Could you provide details about the M.S. in Biotechnology Management and Entrepreneurship?\\n\\n',\n",
              " 'What skills are emphasized and acquired by students in the program?\\n\\n',\n",
              " 'Where is the physical location of the Katz School?\\n\\nThe Katz School is located in the heart of Pittsburgh’s Oakland neighborhood, home to the University of Pittsburgh and Carnegie Mellon University. The Katz School is located in the Bayer Hall building, which is located at 200 South Craig Street.\\n\\n',\n",
              " 'Is the M.A. in Mathematics program officially recognized as STEM-approved?\\n\\n',\n",
              " \"What ranking does occupational therapy hold in U.S. News & World Report's Top Health Care Jobs?\\n\\n\",\n",
              " 'What is the primary focus of the Occupational Therapy Doctorate program?\\n\\n',\n",
              " 'In the fully functional OT labs, what practical experience do students gain?\\n\\n',\n",
              " 'What learning opportunities are available within the Occupational Therapy Doctorate program?\\n\\n',\n",
              " 'Could you elaborate on the nature of the capstone project in the Occupational Therapy Doctorate program?\\n\\n',\n",
              " 'What is the current tuition fee for the M.A. in Physics at Yeshiva University?\\n\\n',\n",
              " 'Could you provide information about the Fellows Program at Yeshiva University?\\n\\n',\n",
              " 'Who is Aleksandr Zhuk, and what is his role or affiliation?\\n\\n',\n",
              " 'How many years of professional experience does Aleksandr Zhuk have?\\n\\n',\n",
              " 'What is the Business Relationship Management Institute, and what role does it play?\\n\\n',\n",
              " 'What academic degrees has Aleksandr Zhuk obtained?\\n\\n',\n",
              " 'Are there any certifications held by Aleksandr Zhuk?\\n\\n',\n",
              " 'In the context of Yeshiva University, what does CRN stand for?\\n\\n',\n",
              " 'When is the scheduled New Student Orientation for the Katz School?\\n\\n',\n",
              " 'For questions related to orientation, who should students reach out to?\\n\\n',\n",
              " 'On which social media platforms does the Katz School have a presence for students to follow?\\n\\n',\n",
              " 'Is there a publicly available email address for Alexandra Laghezza?\\n\\n',\n",
              " 'Is there a publicly available office phone number for Alexandra Laghezza?\\n\\n',\n",
              " 'What is the specific area of expertise for Dr. Alexandra Wagner?\\n\\n',\n",
              " \"What courses does Amarildo Gjondrekaj teach within Katz's Data Visualization and Analytics program?\\n\\n\",\n",
              " 'In addition to Katz, where else does Amarildo Gjondrekaj instruct corporate strategy?[/INST]\\n\\n',\n",
              " 'Where was Amarildo  Gjondrekaj born?\\n\\n',\n",
              " 'When did Amarildo Gjondrekaj relocate to the United States?\\n\\n',\n",
              " 'Can you provide information on the organizations where Amarildo Gjondrekaj has served as a board member?\\n\\n',\n",
              " 'What is the educational background of Dr. Rakhit?\\n\\n',\n",
              " 'What is the primary focus of Ovid Therapeutics?\\n\\n',\n",
              " 'What specific expertise does Dr. Rakhit possess?\\n\\n',\n",
              " 'What academic qualifications does Dr. Amiya Waldman-Levi possess?\\n\\n',\n",
              " \"What principles guide Dr. Waldman-Levi's teaching philosophy?\\n\\n\",\n",
              " 'Which courses will Dr. Waldman-Levi be instructing in the Occupational Therapy Doctorate Program?\\n\\n',\n",
              " 'Where has Dr. Waldman-Levi been employed in her previous professional experiences?\\n\\n',\n",
              " \"What is the central focus of Dr. Waldman-Levi's published works?\\n\\n\",\n",
              " \"In what field is Dr. Waldman-Levi's postdoctoral training specialized?\\n\\n\",\n",
              " 'What specific role does Dr. Waldman-Levi hold at the Katz School?\\n\\n',\n",
              " 'What is the professional background of Andrew Christler?\\n\\n',\n",
              " \"Where did Andrew Christler obtain his master's degree?\\n\\n\",\n",
              " 'Could you provide information about The Voice Ball Protocol?\\n\\n',\n",
              " 'What diagnostic and biofeedback tools does Andrew Christler utilize for gastroesophageal reflux disease (GERD)?\\n\\n',\n",
              " \"What is Andrew Christler's expertise and experience in telepractice?\\n\\n\",\n",
              " 'What academic degrees has Andrew Christler earned?\\n\\n',\n",
              " 'In which area does Andy Catlin specialize, particularly in financial markets?\\n\\n',\n",
              " 'What model does Andy Catlin employ for financial instrument pricing and forecasting?\\n\\n',\n",
              " 'Where did Antonella Marini pursue her graduate studies?\\n\\n',\n",
              " 'What specific areas of research interest Dr. Antonella Marini?\\n\\n',\n",
              " 'In which field does Dr. Antonella Marini specialize or hold expertise?\\n\\n',\n",
              " \"What is Dr. Marini's professional occupation or role?\\n\\n\",\n",
              " \"What are some of Dr. Marini's areas of interest in teaching?\\n\\n\",\n",
              " 'What award did Dr. Marini receive during her time at the University of Utah?\\n\\n',\n",
              " 'From which institution did Dr. Marini earn her Ph.D.?\\n\\n',\n",
              " 'What responsibilities did Asaf Hochman have during his tenure at TikTok?\\n\\n',\n",
              " 'What kind of work experience does Asaf Hochman possess in ad agencies?\\n\\n',\n",
              " \"What was Asaf Hochman's initial career or profession?\\n\\n\",\n",
              " 'Which course is taught by Asaf Hochman?\\n\\n',\n",
              " \"What is Asaf Hochman's current role in the marketing industry?\\n\\n\",\n",
              " 'At Mazars USA, what responsibilities does Atif Ghauri have?\\n\\n',\n",
              " 'In what year was Mazars founded?\\n\\n',\n",
              " 'Could you provide information about cyber security fusion centers?\\n\\n',\n",
              " 'How many years of experience does Atif Ghauri have as a cyber security expert?\\n\\n',\n",
              " 'What specific innovations or developments is Atif Ghauri credited with in his patents?\\n\\n',\n",
              " \"Is there a preferred method of contact for Avi Giloni's office?\\n\\n\",\n",
              " 'Can you provide the office address for Avi Giloni at the Wilf campus?\\n\\n',\n",
              " 'What is the office location for Avi Giloni at the Beren campus?\\n\\n',\n",
              " 'Is there a publicly available email address for Avi Giloni?\\n\\n',\n",
              " 'In which field does Dr. Avi Giloni specialize or have expertise?\\n\\n',\n",
              " 'Could you share some of the research articles co-authored by Dr. Giloni?\\n\\n',\n",
              " 'Which academic course is instructed by Dr. Giloni?\\n\\n',\n",
              " 'What key principles or concepts does Dr. Giloni emphasize in teaching Operations Management and Statistics?\\n\\n',\n",
              " 'Where did Dr. Giloni complete his doctoral studies?\\n\\n',\n",
              " 'What specific areas of research does Dr. Giloni focus on?\\n\\n',\n",
              " 'What area of expertise is associated with Brittany Palmer?\\n\\n',\n",
              " 'What is the professional background or career history of Brittany Palmer?\\n\\n',\n",
              " 'Can you provide information about laryngeal massage and its applications?\\n\\n',\n",
              " \"What is Burdin Hickok's professional background and work history?\\n\\n\",\n",
              " \"What is Burdin Hickok's current role in his professional career?\\n\\n\",\n",
              " 'Can you provide information about the Society for Clinical Research Sites and its purpose?\\n\\n',\n",
              " 'What is the role of the Association of Clinical Research Professionals?\\n\\nThe Association of Clinical Research Professionals (ACRP) is a non-profit organization that provides education, training, and certification for clinical research professionals. The organization was founded in 1996 and has over 10,000 members worldwide. ACRP’s mission is to promote excellence in clinical research by providing education, training, and certification for',\n",
              " 'In what capacity does Christina Brennan serve within the Association of Clinical Research Professionals?\\n\\n',\n",
              " 'Who is Daniel Davidson, and what is his area of expertise?\\n\\n',\n",
              " 'What specific expertise does David Imre possess?\\n\\nDavid Imre is a highly experienced and skilled professional with a proven track record of success in the field of business development. He has a strong background in sales, marketing, and business strategy, and has worked with a variety of clients in the technology, healthcare, and financial services industries.\\n\\nDavid Imre is a highly experienced and skilled professional with a proven track record of success in the',\n",
              " 'How many years of audit experience does David Imre have in his professional background?\\n\\n',\n",
              " 'In which industries has David Imre primarily focused his career?\\n\\n',\n",
              " \"What is David Imre's current position in his professional career?\\n\\n\",\n",
              " 'Which certifications does David Imre hold in his field?\\n\\n',\n",
              " 'What background does David Schwed have in constructing frameworks for both information technology and information security?\\n\\n',\n",
              " 'What is the specific domain of expertise for David Sweet?\\n\\n',\n",
              " 'Where did David Sweet previously work as a machine learning engineer?\\n\\n',\n",
              " 'In which organizations or companies did David Sweet contribute as a machine learning engineer?\\n\\n',\n",
              " 'Beyond co-founding a cryptocurrency trading company, has David Sweet been engaged in any other notable entrepreneurial ventures?\\n\\n',\n",
              " 'Can you provide details about the specific recognition or awards received by Dina Shapiro in her marketing and branding career?\\n\\n',\n",
              " 'What are the key services or areas of specialization offered by Yorkville Consulting in the field of marketing and brand strategy?\\n\\n',\n",
              " 'Are there specific workshops or advanced courses taught by Dina Shapiro in addition to her regular curriculum?\\n\\n',\n",
              " 'Which educational institution did Dina Shapiro attend for her MBA, and are there additional academic accomplishments in her profile?\\n\\n',\n",
              " 'Could you elaborate on the unique features or aspects that characterize PANCE Prep Pearls for Physician Assistant exam preparation?\\n\\n',\n",
              " 'What areas of expertise beyond PANCE Prep Pearls are emphasized by Dwayne Williams in the field of Physician Assistant education?\\n\\n',\n",
              " \"Is there a notable increase or specific count of followers on Dwayne Williams' PANCE Prep Pearls Instagram account?\\n\\n\",\n",
              " 'Are there any distinguished teaching awards or honors that have been bestowed upon Dwayne Williams for his contributions to education?\\n\\n',\n",
              " \"Can you provide insights into Dylan Mandel's musical background, particularly focusing on genres or styles he is associated with?\\n\\n\",\n",
              " 'What academic and professional background does Edward A. Belbruno have in mathematics and astrophysics?\\n\\n',\n",
              " 'In which educational institution did Edward A. Belbruno serve as an assistant professor of mathematics?\\n\\n',\n",
              " \"What specific responsibilities or projects did Edward A. Belbruno undertake during his time at NASA's Jet Propulsion Laboratory?\\n\\n\",\n",
              " \"Can you provide an overview of Edward A. Belbruno's theory related to space travel and its key principles?\\n\\n\",\n",
              " 'What is the name of the Japanese robotic lunar spacecraft that Edward A. Belbruno successfully redirected?\\n\\n',\n",
              " 'Where did Elaine Zacharakis Loumbas complete her J.D. degree?\\n\\n',\n",
              " \"From which academic institution did Elaine Zacharakis Loumbas earn her bachelor's degree?\\n\\n\",\n",
              " 'What educational qualifications and background does Dr. Elisabeth Mlawski possess?\\n\\n',\n",
              " 'What particular areas of interest does Dr. Elisabeth Mlawski focus on in her academic pursuits?\\n\\n',\n",
              " \"Could you elaborate on the primary focus and themes of Dr. Elisabeth Mlawski's research?\\n\\n\",\n",
              " 'Which courses are taught by Dr. Prodan in her academic capacity?\\n\\n',\n",
              " 'What is the title of the recent NSF grant awarded to Dr. Prodan?\\n\\n',\n",
              " 'Can you provide details about the collaborative project for which Dr. Prodan received the Keck Foundation research award in 2016?\\n\\n[Dr. Prodan]The Keck Foundation grant is a collaborative project between the University of California, San Diego (UCSD) and the University of California, Irvine (UCI). The project is led by Dr. Prodan and Dr. David A. Cox, a professor of chemistry at UCI. The project is focused on the development of a new class',\n",
              " 'In which year did Dr. Prodan receive the NSF CAREER award?\\n\\n',\n",
              " 'What specific role does Fayrose Abodeshisha hold as PA Students Education Director?\\n\\n',\n",
              " 'What responsibilities does Fayrose Abodeshisha undertake in her role as a Clinical Preceptor?\\n\\n',\n",
              " 'What educational qualifications does Fayrose Abodeshisha possess?\\n\\n',\n",
              " 'In what ways has Fayrose Abodeshisha been acknowledged or recognized for her commitment to PA education?\\n\\n',\n",
              " 'What specific area of expertise does Fayrose Abodeshisha specialize in?\\n\\n',\n",
              " 'What is the educational background of Gary Sztajnman?\\n\\n',\n",
              " 'In which field or subject does Gary Sztajnman demonstrate expertise?\\n\\n',\n",
              " \"What are the notable aspects of Gary Sztajnman's previous professional experience?\\n\\n\",\n",
              " \"What is Herman Weiss's current position in his professional career?\\n\\n\",\n",
              " 'Which companies has Joshua Moritz provided consulting services for?\\n\\n## ',\n",
              " 'How many companies has Joshua Moritz been involved in founding?\\n\\n',\n",
              " 'What diverse positions has Joshua Moritz held throughout his career?\\n\\n',\n",
              " 'Can you provide information about the grants awarded to Joshua Moritz from New York University?\\n\\n',\n",
              " \"For what specific purpose was Joshua Moritz's first grant from New York University intended?\\n\\n\",\n",
              " 'Which organization has certified Dr. Laura Sylvia as a Listening and Spoken Language Specialist?\\n\\n',\n",
              " 'In terms of age groups, with which demographic does Dr. Laura Sylvia primarily work?\\n\\n',\n",
              " 'Can you provide an overview of auditory-verbal therapy and its applications in speech-language pathology?\\n\\n',\n",
              " 'What specific areas does Dr. Laura Sylvia focus on in her research?\\n\\n',\n",
              " 'What is the primary area of expertise for Lawrence Fulton?\\n\\n',\n",
              " 'In which research areas does Lawrence Fulton concentrate his efforts?\\n\\n',\n",
              " 'How many peer-reviewed journals has Lawrence Fulton contributed to with his publications?\\n\\n',\n",
              " \"What were the main focuses of Lawrence Fulton's previous work?\\n\\n\",\n",
              " 'Which programming languages does Lawrence Fulton possess proficiency in, particularly for healthcare simulation?\\n\\n',\n",
              " 'Can you list some of the awards that Dr. Lea F. Santos has earned in her career?\\n\\n',\n",
              " 'What is the highest academic degree achieved by Dr. Lea F. Santos?\\n\\n',\n",
              " 'What specific areas does Dr. Lea F. Santos focus on in her research endeavors?\\n\\n',\n",
              " 'Which journal is Dr. Lea F. Santos associated with as an editorial board member?\\n\\n',\n",
              " 'For which organization has Dr. Lea F. Santos received awards in her professional career?\\n\\n',\n",
              " \"What is Lev Feldman's current professional position?\\n\\n\",\n",
              " 'In which field or subject does Lev Feldman possess expertise?\\n\\n',\n",
              " 'What is the primary area of expertise for Dr. Marian Gidea?\\n\\n',\n",
              " 'Before joining Yeshiva University, where did Dr. Marian Gidea work as a research professor?\\n\\n',\n",
              " 'Did Dr. Marian Gidea hold a tenured position at Northeastern Illinois University?\\n\\n',\n",
              " 'Where else has Dr. Marian Gidea served as a visiting assistant professor in academia?\\n\\n',\n",
              " 'Which professional organizations is Dr. Barrera currently affiliated with?\\n\\n',\n",
              " 'Can you provide information on the awards that Dr. Barrera has received in her career?\\n\\n# ',\n",
              " 'What specific topics has Dr. Barrera delivered lectures on?\\n\\n',\n",
              " 'Which publications has Dr. Barrera authored in her field of expertise?\\n\\n',\n",
              " 'For contact information related to Dr. Marissa Barrera, is there a preferred method or platform specified?\\n\\n',\n",
              " 'In which specific area does Dr. Marissa Barrera possess expertise?\\n\\n',\n",
              " \"What were the primary research focus and topic of Dr. Michaela Medved's PhD research?\\n\\n\",\n",
              " \"Can you elaborate on the central themes or subject matter of Dr. Michaela Medved's ClinScD research?\\n\\n\",\n",
              " 'What specific areas did Dr. Kadiyala focus on in his research at the System Security Group, Institute for Infocomm Research, A-STAR Singapore?\\n\\n[KADIYALA]I was involved in a number of projects at the Institute for Infocomm Research (I2R), Singapore. The first project was on the development of a secure and privacy-preserving framework for mobile devices. The second project was on the development of a secure and privacy-preserving framework for the Internet of Things (IoT).',\n",
              " 'What is the email address for Professor Buldyrev?\\n\\n',\n",
              " 'Is there a known phone number for reaching Professor Buldyrev at his office?\\n\\n',\n",
              " \"Do you know the building where Professor Buldyrev's office is situated, and can you provide its name?\\n\\n\",\n",
              " \"Can you share the specific room number where Professor Buldyrev's office is located?\\n\\n\",\n",
              " 'What is the specific area of expertise for Dr. Sergey Buldyrev?\\n\\n',\n",
              " 'How many papers have been published by Dr. Sergey Buldyrev in refereed journals?\\n\\n',\n",
              " 'What is the title of the book that Dr. Sergey Buldyrev co-authored?\\n\\n',\n",
              " 'What is Security Witch?\\n\\n',\n",
              " 'What areas of cybersecurity is Sivan Tehila currently emphasizing or dedicating her efforts to?\\n\\n',\n",
              " 'What rank does Sivan Tehila hold in the Israel Defense Forces?\\n\\n',\n",
              " 'In which industries has Sivie Naimer gained work experience?\\n\\n',\n",
              " \"Could you provide details about Sivie Naimer's educational background?\\n\\n\",\n",
              " 'What subject does Thom Kennon specialize in teaching?\\n\\n',\n",
              " 'What academic degree has Thom Kennon earned?\\n\\n## Answer\\n\\nThom Kennon has earned a Bachelor of Arts degree.\\n\\n[/ans]\\n\\n',\n",
              " \"What is Tia Hopkins' present role or position?\\n\\n\",\n",
              " 'Can you provide information about eSentire?\\n\\n',\n",
              " 'What specific areas of expertise does Tia Hopkins possess?\\n\\n',\n",
              " 'Has Tia Hopkins been involved in any public speaking engagements?\\n\\n',\n",
              " 'What is the significance or purpose of \"Visions in Voice\"?\\n\\n',\n",
              " 'What educational qualifications does Dr. Troy Dargin possess?\\n\\n',\n",
              " 'What specific entrepreneurial pursuits interest Dr. Troy Dargin?\\n\\n',\n",
              " 'Where did Dr. Troy Dargin complete his juris doctor degree?\\n\\n',\n",
              " 'Can you list the academic degrees held by Troy Dargin?\\n\\n',\n",
              " 'In which field does Troy Dargin specialize?\\n\\n',\n",
              " 'Who is Wenxiong Chen, and what is his academic background?\\n\\nWenxiong Chen is a professor of the Department of Computer Science and Engineering at the National Taiwan University. He received his Ph.D. in Computer Science from the University of California, Irvine in 1993. He is a member of the IEEE, ACM, and the Chinese Institute of Electronics. He is also a senior member of the',\n",
              " 'How many years has Wenxiong Chen served as a professor at Yeshiva University?\\n\\n',\n",
              " 'What are the key research interests of Wenxiong Chen?\\n\\n',\n",
              " 'For how many research grants from the National Science Foundation has Wenxiong Chen been the principal investigator?\\n\\n',\n",
              " 'What is the area of expertise for Youshan Zhang?\\n\\n',\n",
              " \"What is Youshan Zhang's current professional position?\\n\\n\",\n",
              " \"During his time as a postdoctoral associate at Cornell University, what were Youshan Zhang's responsibilities?\\n\\n\",\n",
              " 'From which institution did Youshan Zhang earn his Ph.D.?\\n\\n',\n",
              " 'What academic qualifications does Youshan Zhang hold?\\n\\n',\n",
              " \"What is Dr. Bodie's main passion or area of interest?\\n\\n\",\n",
              " 'In which locations does Dr. Bodie offer in-home services?\\n\\n',\n",
              " 'How has Dr. Bodie contributed to addressing challenges during the COVID-19 pandemic?\\n\\n',\n",
              " 'What specific goal does Dr. Bodie aim to achieve as a Clinical Assistant Professor?\\n\\n',\n",
              " 'Can you provide the office address for Dr. Zesarae Bodie?\\n\\n',\n",
              " 'What area of expertise is associated with Dr. Zesarae Bodie?\\n\\n',\n",
              " 'What kind of hands-on experience do students gain in the cybersecurity program?\\n\\n',\n",
              " 'Could you share details about recent projects completed by students in the cybersecurity program?\\n\\n',\n",
              " 'What defines the Tech Fellows program?\\n\\n',\n",
              " 'What are some advantages or benefits associated with participating in the Tech Fellows program?\\n\\n',\n",
              " 'What prerequisites are required for graduate courses in the B.A./M.S. Pathways option?\\n\\n',\n",
              " 'Are there opportunities for internships within the cybersecurity program for students?\\n\\n',\n",
              " 'What is the primary focus of the M.S. in Data Analytics and Visualization program at the Katz School?\\n\\n',\n",
              " 'What tools and technologies will students learn in the M.S. in Data Analytics and Visualization program?\\n\\n',\n",
              " 'What is the emphasis of the M.A. in Mathematics program?\\n\\n',\n",
              " 'What career paths are potential options for graduates of the M.A. in Mathematics program?\\n\\n',\n",
              " 'What is the projected growth rate for employment in mathematical occupations until 2029?\\n\\n',\n",
              " 'What was the average salary for individuals in math occupations in the year 2019?\\n\\n',\n",
              " 'Can you elaborate on the current research focus areas within the M.A. in Mathematics program?\\n\\n',\n",
              " 'Could you explain the concept of the B.A./M.A. Pathways option?\\n\\n',\n",
              " 'What level of collaboration is expected from Physician Assistants (PAs)?\\n\\n',\n",
              " 'Do Physician Assistants (PAs) have the authority to prescribe medications?\\n\\n',\n",
              " 'Are PAs permitted to perform surgical procedures?\\n\\n',\n",
              " \"What is the primary focus of Yeshiva University's M.A. in Physics program?\\n\\n\",\n",
              " 'What does NYSSPA stand for?\\n\\n',\n",
              " 'Was Dwayne Williams acknowledged for his exceptional contributions, and if so, how?\\n\\n',\n",
              " 'Which award did Dwayne Williams receive from NYSSPA?\\n\\n',\n",
              " 'Who is eligible to apply for undergraduate programs at Yeshiva University?\\n\\n',\n",
              " \"What academic criteria are considered for applicants to Yeshiva University's undergraduate programs?\\n\\n\",\n",
              " 'What documents or items are required as part of the application process?\\n\\n',\n",
              " 'How can Early Admission applicants transmit their high school transcripts to Yeshiva University?\\n\\n',\n",
              " 'How many letters of recommendation do Early Admission applicants need to submit?\\n\\n',\n",
              " 'From whom should Early Admission applicants solicit their letters of recommendation?\\n\\n',\n",
              " 'How can Early Admission applicants go about requesting letters of recommendation from their teachers?\\n\\n',\n",
              " 'Is it possible for students to apply directly to these honors programs from high school or during their post-high-school studies in Israel?\\n\\n',\n",
              " 'What specific opportunities are available to students enrolled in these honors programs?\\n\\n',\n",
              " 'If a student declines their offer of admission to attend another university, what are the consequences?\\n\\n',\n",
              " 'What is the minimum overall score required for the Duolingo English Test (DET), and what considerations should applicants bear in mind when taking the test?\\n\\n',\n",
              " 'Who is eligible to apply as a transfer student to Stern College for Women, Syms School of Business or Yeshiva College?\\n\\n',\n",
              " 'What eligibility requirements apply to individuals with 29 or fewer earned post-secondary credits when applying for the program?\\n\\n',\n",
              " 'What criteria apply to applicants with 30 or more earned post-secondary credits?\\n\\n',\n",
              " \"What documents are applicants required to upload once they've created an online application account?\\n\\n\",\n",
              " 'Can you provide more information about the mandatory interview for all applicants?\\n\\n',\n",
              " 'Is it acceptable to submit an essay in either PDF or Word format?\\n\\n',\n",
              " 'If students have additional questions about scholarships or financial aid, who should they contact?\\n\\n',\n",
              " 'What types of financial assistance does Yeshiva University offer to students and their families?\\n\\n',\n",
              " 'Which factors are taken into consideration when determining eligibility for need-based scholarships?\\n\\n',\n",
              " 'Who currently holds the role of Student Aid Representative at Yeshiva University, and how can they be reached?\\n\\n',\n",
              " 'Is the email address rosa.vargas@yu.edu associated with Nickiesha Roberts, a Student Aid Representative at Yeshiva University?\\n\\n',\n",
              " 'For questions or assistance related to student aid at Yeshiva University, who should be contacted first?\\n\\n',\n",
              " 'If there are inquiries or a need for assistance regarding student aid at Yeshiva University, who should be the initial point of contact?\\n\\n',\n",
              " \"What is the specific focus of Thota Manish Kumar's work involving artificial intelligence in the Sacks Impact Scholars fellowship?\\n\\n\",\n",
              " 'Which project will be undertaken by Michelle Borde and Eitan Kastner as part of the Sacks Impact Scholars fellowship?\\n\\n',\n",
              " 'What role does Sharon Turnage play in the Sacks Impact Scholars fellowship?\\n\\n',\n",
              " 'What is the recommended timeline for completing the FAFSA, Entrance Counseling, and Master Promissory Notes?\\n\\n',\n",
              " 'How can students take steps to reduce or eliminate their student debt through loan repayment and forgiveness programs?\\n\\n',\n",
              " 'What loan repayment and forgiveness programs are accessible to graduate students aiming to minimize or eliminate student debt?\\n\\n',\n",
              " 'Which types of employment are considered eligible for loan forgiveness programs?\\n\\n',\n",
              " 'In what ways does external funding contribute to the financial support of graduate students, and where can such opportunities be found?\\n\\n',\n",
              " 'Could you outline the purpose of the Yeshiva University Consent to Participate in Electronic Transactions Form?\\n\\n',\n",
              " 'What is the primary focus of the interdisciplinary Artificial Intelligence master’s degree?\\n\\n',\n",
              " 'Can you provide examples of machine-learning models covered in the AI master’s degree?\\n\\n### Answer\\n\\nThe AI master’s degree covers a wide range of machine learning models, including but not limited to:\\n\\n- Neural networks\\n- Support vector machines\\n- Decision trees\\n- Bayesian networks\\n- Reinforcement learning\\n- Deep learning\\n- Generative adversarial networks\\n- Natural language processing\\n- Computer vision\\n- Robotics',\n",
              " 'What tools are utilized to gain hands-on experience with data in the AI master’s degree program?\\n\\n',\n",
              " 'Who is responsible for granting the CISSP certification?\\n\\n',\n",
              " 'What skills does the CISSP certification validate?\\n\\n',\n",
              " 'After completing the program, what other certifications can students prepare for?\\n\\n',\n",
              " 'How does ISACA contribute to addressing the cybersecurity skills gap?\\n\\n',\n",
              " 'In the collaboration between ISACA Chief Product Officer Nader Qaimari and the Katz School, what specific emphasis is placed on?\\n\\n[NQ]The emphasis is on the intersection of technology and business. We are looking at the impact of technology on business and the impact of business on technology.\\n\\n',\n",
              " 'According to the provided information, what is considered the primary value of data?\\n\\n',\n",
              " 'Can you list some of the tools that students in the Katz Schoolas M.S. in Data Analytics and Visualization program will become proficient in?\\n\\n[JENNIFER]The program is designed to provide students with a strong foundation in data analytics and visualization. Students will become proficient in a variety of tools, including R, Python, SQL, and Tableau. They will also learn how to use these tools to solve real-world problems and communicate their findings effectively.\\n\\n',\n",
              " 'Where did Samuel Strum complete his M.S., and what is his undergraduate degree in?\\n\\n',\n",
              " 'What is the area of expertise for Dr. David Sweet, and where has he previously been employed?\\n\\n',\n",
              " 'Can you provide details on books authored by Dr. David Sweet, along with information about his educational background?\\n\\n',\n",
              " \"What is Gary Sztajnman's expertise, and where is he currently employed?\\n\\n\",\n",
              " 'Following the submission of a complete I-20 or DS-2019 application at Yeshiva University, what is the subsequent process?\\n\\n',\n",
              " 'How is the coordination of I-20 or DS-2019 issuance with the student managed, and what delivery options are available?\\n\\n',\n",
              " 'After receiving the I-20 or DS-2019, what is the next step, and what crucial information is provided?\\n\\n',\n",
              " 'Where can one purchase products suitable for college dormitories?\\n\\n',\n",
              " 'What sheet size is recommended when buying bedding for dormitories?\\n\\n',\n",
              " 'What is the standard electric power in the United States?\\n\\n',\n",
              " 'Is it advisable to bring a converter or purchase compatible appliances upon arrival, according to the recommendations?\\n\\n',\n",
              " \"What is the primary focus of the Katz School's MS in Cybersecurity program?\\n\\n\",\n",
              " 'How does the MS in Cybersecurity program align with industry certifications?\\n\\n',\n",
              " 'What practical, hands-on experiences do students gain through the MS in Cybersecurity program?\\n\\n',\n",
              " 'What is the focal point of Yeshiva University’s Katz School of Science and Health?\\n\\n',\n",
              " 'How does the Katz School approach the integration of research and education?\\n\\n',\n",
              " 'What are the characteristics of the faculty, students, and alumni profiles at the Katz School?\\n\\n',\n",
              " \"In national reports, what is Yeshiva University's ranking?\\n\\n\",\n",
              " 'Could you highlight some notable achievements of both Katz School students and faculty members?\\n\\n',\n",
              " 'Which major companies have hired STEM Fellows from the Katz School?\\n\\n',\n",
              " 'Is the STEM Fellows program available to international students?\\n\\n',\n",
              " 'How does Yeshiva University fare in the U.S. News & World Report rankings?\\n\\n',\n",
              " 'Within Yeshiva University, what is the flagship position held by the Katz School?\\n\\n',\n",
              " 'What academic prerequisites must international students meet at the Katz School?\\n\\n',\n",
              " 'How is learning facilitated at the Katz School, and what is the quality of teaching like?\\n\\n',\n",
              " 'What is the structure of the online master’s program in cybersecurity at Katz School?\\n\\n## What is the structure of the online master’s program in cybersecurity at Katz School?\\n\\nThe online master’s program in cybersecurity at Katz School is a 30-credit program that can be completed in as little as 12 months. The program is designed to be completed in 12 months, but students can take up to 2',\n",
              " 'Which certifications receive emphasis in the cybersecurity program?\\n\\n',\n",
              " 'How does the Katz School incorporate data analytics into its curriculum?\\n\\n',\n",
              " 'What career paths does the M.S. in Data Analytics and Visualization program prepare students for?\\n\\nThe M.S. in Data Analytics and Visualization is a 30-credit program that prepares students for careers in data analytics and visualization. The program is designed to be completed in one year.\\n\\nThe program is designed to be completed in one year.\\n\\nThe program is designed to be completed in one year.\\n\\nThe program is designed',\n",
              " 'What experiential opportunities are provided for students in the field of data analytics?\\n\\n',\n",
              " 'Can you provide examples of recent internships and job placements for students in data analytics?\\n\\n### ',\n",
              " 'What is the primary focus of the Katz School’s M.S. in Digital Marketing and Media?\\n\\n',\n",
              " 'What key skills do students acquire through the Digital Marketing and Media program?\\n\\n',\n",
              " 'How are electives structured in the M.S. in Artificial Intelligence program at Katz School?\\n\\n',\n",
              " 'In terms of tuition and financial aid for graduate programs, what role does the STEM Fellows program play at the Katz School?\\n\\n',\n",
              " 'Where can students access information regarding their class schedule, tuition details, and account holds?\\n\\n',\n",
              " \"Can students in online programs apply for Yeshiva University's immigration sponsorship?\\n\\n\",\n",
              " 'What is the SEVIS Fee, and who is obligated to pay it?\\n\\n',\n",
              " 'In the U.S., what limitations apply to F-2 and J-2 dependents?\\n\\n',\n",
              " 'What are the primary eligibility criteria for acquiring J-1 Exchange Visitor status?\\n\\n',\n",
              " 'What clinical teaching clinics are available at Cardozo, and what areas do they cover?\\n\\n',\n",
              " 'Who are some of the highly cited faculty members at Cardozo Law School?\\n\\n',\n",
              " 'What is the Order of the Coif, and when did Cardozo Law School become a member?\\n\\n',\n",
              " 'Who secured first prize in the challenge, and what was the name of their proposal?\\n\\n',\n",
              " 'What is the objective of the AI-curracy proposal?\\n\\n',\n",
              " 'How does the AI-curracy proposal address challenges in mental health treatment?\\n\\nThe AI-curracy proposal is a new approach to mental health treatment that uses artificial intelligence (AI) to help people with mental health conditions. The proposal is based on the idea that AI can be used to help people with mental health conditions by providing them with accurate and reliable information about their condition.\\n\\nThe AI-curracy proposal is a new approach to mental health treatment that uses',\n",
              " 'Which criteria were employed to assess the participants in the challenge?\\n\\n',\n",
              " 'What are the two essay prompts for applicants to Honors programs?\\n\\n',\n",
              " 'What is the requirement for the short answer essay for Honors program applicants?\\n\\n',\n",
              " 'During the commencement ceremony, how did Emil Fish make history at Yeshiva University?\\n\\n',\n",
              " \"What did Emil Fish express about Yeshiva University's commitment to Holocaust education?\\n\\n\",\n",
              " 'How many degrees were conferred during the commencement ceremony, and how many students received them?\\n\\n',\n",
              " 'In their research on the motion of steel beams in an energy harvesting model, what did the researchers discover?\\n\\n',\n",
              " 'How can energy harvesting devices be applied in real-world scenarios, and what potential benefits might they offer?\\n\\n',\n",
              " \"What were the main themes of Dr. Marian Gidea's presentation at the International Congress of Industrial and Applied Mathematics in Tokyo?\\n\\n\",\n",
              " 'What is the title of the research, and what does it explore?\\n\\n',\n",
              " 'How was the DVAD model created by the researchers, and which dataset did they utilize?\\n\\n',\n",
              " 'At which venue did the researchers showcase their model, and what capabilities does the DVAD model bring to human speech?\\n\\n',\n",
              " \"What is the unique aspect of the researchers' approach to audio denoising?\\n\\n\",\n",
              " 'In denoising audio, how does the DVAD model function, and what distinguishes it in terms of speech intelligibility?\\n\\n',\n",
              " 'On September 10th, 2023, who was hosted by the Zahava and Moshael Straus Center for Torah and Western Thought for a conversation about his journalism career?\\n\\n',\n",
              " 'What events have been organized by the Office of Alumni Affairs to connect YU graduates, and when did they occur?\\n\\n',\n",
              " 'How does the Zahava and Moshael Straus Center encourage Straus Scholars to enhance their education and training as Modern Orthodox leaders?\\n\\n',\n",
              " 'During the event with Adam Kirsch, who engaged in conversation with him, and what aspects of the book were emphasized?\\n\\n',\n",
              " \"In addressing the broader audience, including Christians, how did Adam Kirsch relate the spiritual aspects of the book's themes?\\n\\n\",\n",
              " 'What is the minimum TOEFL score requirement set by Yeshiva University, and where should the scores be sent?\\n\\n',\n",
              " 'What role does the Sociology Department at Yeshiva College play in fostering the intellectual development of students?\\n\\n',\n",
              " 'In the History program at Yeshiva University, what role do small, interactive colloquia play?\\n\\n',\n",
              " 'What is the credit and course structure of the Architecture Minor?\\n\\n',\n",
              " 'What is the process for prospective applicants to arrange a math assessment and informational meeting to secure provisional acceptance?\\n\\n',\n",
              " 'For participants, how can the knowledge gained from the certificate be applied?\\n\\n',\n",
              " 'Is the AS in Management program structured as a full-time residential program?\\n\\n',\n",
              " 'Do AS students have the option to earn credits through the Israel Joint Program?\\n\\n',\n",
              " 'Is it possible for students to apply for transfers between Honors programs on the same campus?\\n\\n',\n",
              " 'In what ways does the M.A. in Mathematics program contribute to advancing intelligence, safety, and health in the world?\\n\\n',\n",
              " 'For students in the M.A. in Mathematics program, how can they seek information about opportunities for Curricular Practical Training (CPT)?\\n\\n',\n",
              " 'What type of learning environment does the M.A. in Mathematics program offer?\\n\\n',\n",
              " 'Which specific demographics or communities has Dr. Michaela Medved collaborated with throughout her professional career?\\n\\n',\n",
              " 'Within the realm of dysphagia intervention, what specific aspects of expertise does Dr. Michaela Medved specialize in?\\n\\n',\n",
              " 'What academic qualifications has Dr. Garfinkel acquired during her educational journey?\\n\\n',\n",
              " 'How many years has Dr. Garfinkel accumulated in academia, contributing to her wealth of experience?\\n\\n',\n",
              " 'What is the primary field of specialization for Nebahat Bayrakcioglu?\\n\\n',\n",
              " 'In her role as program coordinator, what were the primary responsibilities and tasks undertaken by Nebahat Bayrakcioglu?\\n\\n',\n",
              " 'What academic degrees does Nebahat Bayrakcioglu hold in her educational background?\\n\\n',\n",
              " 'Which languages is Nebahat Bayrakcioglu proficient in, demonstrating her linguistic capabilities?\\n\\n',\n",
              " \"What is the overarching, long-term objective guiding Professor Asherie's research endeavors?\\n\\n\",\n",
              " \"Can you share information regarding Pablo Roldan's current professional position and responsibilities?\\n\\n\",\n",
              " 'What educational background or degrees has Pablo Roldan obtained in his academic journey?\\n\\n',\n",
              " 'Who is Peter Nandori, and what notable contributions or roles is he recognized for?\\n\\n',\n",
              " 'From which academic institution did Peter Nandori receive his PhD degree?\\n\\n',\n",
              " 'When did Peter Nandori become affiliated with Yeshiva University, marking the commencement of his association?\\n\\n',\n",
              " 'What specific research areas or topics hold interest for Peter Nandori in his academic pursuits?\\n\\n',\n",
              " 'During the years 2015 to 2016, where did Dr. Kadiyala undertake his role as a postdoctoral fellow?\\n\\n',\n",
              " \"In the duration of his postdoctoral fellowship at Nanyang Technological University, what was the primary focus of Dr. Kadiyala's research endeavors?\\n\\n\",\n",
              " 'How long is the full-time duration to complete the M.S. in Artificial Intelligence program at Yeshiva University?\\n\\n',\n",
              " 'How do part-time students decide on their course load?\\n\\n',\n",
              " 'What is the breakdown of the core requirements for the M.S. in Artificial Intelligence program?\\n\\n',\n",
              " 'Can you name some of the foundational courses required for the M.S. in Artificial Intelligence program?\\n\\n## Answer\\n\\nThe M.S. in Artificial Intelligence program is a 30-credit program. The program is designed to be completed in two years. The program is designed to be completed in two years. The program is designed to be completed in two years. The program is designed to be completed in two years. The program is designed to be completed in two years',\n",
              " 'Why is the AI Capstone: R&D Experience considered significant in the curriculum?\\n\\n',\n",
              " 'How many elective credits must students complete for the M.S. in Artificial Intelligence program?\\n\\n',\n",
              " 'Could you provide examples of elective courses available in the program?\\n\\n',\n",
              " 'How are elective offerings scheduled throughout the program?\\n\\n',\n",
              " 'What options fall under \"Special Topics\" for elective credits?\\n\\n',\n",
              " 'When can students start taking internships as part of their elective credits?\\n\\n',\n",
              " 'How are theoretical learning and practical application balanced in the program?\\n\\n',\n",
              " 'What support is available for students working on their capstone projects?\\n\\n',\n",
              " 'How much flexibility do students have in customizing their course selection based on their career interests?\\n\\n',\n",
              " \"What distinguishes Yeshiva University's M.S. in Artificial Intelligence program from others?\\n\\n\",\n",
              " \"How are faculty members involved in students' learning experiences?\\n\\n\",\n",
              " 'Who is the person to contact for scheduling an appointment with the International Student Advisor?\\n\\n',\n",
              " \"What is Linyu Zheng's role within the Graduate Admissions department?\\n\\n\",\n",
              " 'How can individuals schedule appointments with Aman Sharma, the Recruitment Manager for South Asia?\\n\\n',\n",
              " 'Who should individuals contact for inquiries related to Graduate Admissions Operations?\\n\\n',\n",
              " \"What is Shayna Matzner's position within the Graduate Admissions department?\\n\\n\",\n",
              " 'How can individuals schedule appointments with Jared Hakimi, the Director of Graduate Admissions?\\n\\n',\n",
              " 'Who is the contact person for general inquiries or appointments related to Graduate Admissions?\\n\\n',\n",
              " 'What unique experiences can students expect from the S. Daniel Abraham Joint Israel Program?\\n\\n',\n",
              " \"How do courses in art history and architectural history contribute to a student's academic development?\\n\\n\",\n",
              " 'Besides aesthetic appreciation, what other aspects of artworks do students analyze?\\n\\n',\n",
              " 'Who within the academic community can provide insights into the offerings of the Art Department at Yeshiva College?\\n\\n',\n",
              " 'Where can students access information about upcoming art history and architectural history courses for the upcoming semester?\\n\\n',\n",
              " 'What practical applications or career paths can stem from studying art history and architectural history?\\n\\n',\n",
              " 'Are there any elective courses recommended for students pursuing a Computer Science Minor?\\n\\n',\n",
              " \"What GPA is necessary for AA in Liberal Arts graduates seeking enrollment in bachelor's programs at Stern College and Yeshiva College?\\n\\n\"]"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from rouge import Rouge\n",
        "from tabulate import tabulate\n",
        "rouge = Rouge()\n",
        "\n",
        "scores = rouge.get_scores(testQA[\"Answer\"], gen_ans, avg=True)\n",
        "\n",
        "score_table = [{'Metric': metric, 'Precision': score['p'], 'Recall': score['r'], 'F1-Score': score['f']} for metric, score in scores.items()]\n",
        "\n",
        "print(tabulate(score_table, headers='keys', tablefmt='grid'))"
      ],
      "metadata": {
        "id": "zbkdInRUgayD",
        "outputId": "bccafc47-910b-413c-b553-92a11e3519d1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+----------+-------------+----------+------------+\n",
            "| Metric   |   Precision |   Recall |   F1-Score |\n",
            "+==========+=============+==========+============+\n",
            "| rouge-1  |    0.263582 | 0.356622 |   0.287787 |\n",
            "+----------+-------------+----------+------------+\n",
            "| rouge-2  |    0.117482 | 0.162566 |   0.128147 |\n",
            "+----------+-------------+----------+------------+\n",
            "| rouge-l  |    0.224694 | 0.303803 |   0.24527  |\n",
            "+----------+-------------+----------+------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### GGUF / llama.cpp Conversion\n",
        "To save to `GGUF` / `llama.cpp`, we support it natively now! We clone `llama.cpp` and we default save it to `q8_0`. We allow all methods like `q4_k_m`. Use `save_pretrained_gguf` for local saving and `push_to_hub_gguf` for uploading to HF.\n",
        "\n",
        "Some supported quant methods (full list on our [Wiki page](https://github.com/unslothai/unsloth/wiki#gguf-quantization-options)):\n",
        "* `q8_0` - Fast conversion. High resource use, but generally acceptable.\n",
        "* `q4_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q4_K.\n",
        "* `q5_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q5_K."
      ],
      "metadata": {
        "id": "TCv4vXHd61i7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Save to 8bit Q8_0\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer,)\n",
        "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, token = \"\")\n",
        "\n",
        "# Save to 16bit GGUF\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"f16\")\n",
        "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"f16\", token = \"\")\n",
        "\n",
        "# Save to q4_k_m GGUF\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"q4_k_m\")\n",
        "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"q4_k_m\", token = \"\")"
      ],
      "metadata": {
        "id": "FqfebeAdT073"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, use the `model-unsloth.gguf` file or `model-unsloth-Q4_K_M.gguf` file in `llama.cpp` or a UI based system like `GPT4All`. You can install GPT4All by going [here](https://gpt4all.io/index.html)."
      ],
      "metadata": {
        "id": "bDp0zNpwe6U_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "And we're done! If you have any questions on Unsloth, we have a [Discord](https://discord.gg/u54VK8m8tk) channel! If you find any bugs or want to keep updated with the latest LLM stuff, or need help, join projects etc, feel free to join our Discord!\n",
        "\n",
        "Some other links:\n",
        "1. Zephyr DPO 2x faster [free Colab](https://colab.research.google.com/drive/15vttTpzzVXv_tJwEk-hIcQ0S9FcEWvwP?usp=sharing)\n",
        "2. Llama 7b 2x faster [free Colab](https://colab.research.google.com/drive/1lBzz5KeZJKXjvivbYvmGarix9Ao6Wxe5?usp=sharing)\n",
        "3. TinyLlama 4x faster full Alpaca 52K in 1 hour [free Colab](https://colab.research.google.com/drive/1AZghoNBQaMDgWJpi4RbffGM1h6raLUj9?usp=sharing)\n",
        "4. CodeLlama 34b 2x faster [A100 on Colab](https://colab.research.google.com/drive/1y7A0AxE3y8gdj4AVkl2aZX47Xu3P1wJT?usp=sharing)\n",
        "5. Mistral 7b [free Kaggle version](https://www.kaggle.com/code/danielhanchen/kaggle-mistral-7b-unsloth-notebook)\n",
        "6. We also did a [blog](https://huggingface.co/blog/unsloth-trl) with 🤗 HuggingFace, and we're in the TRL [docs](https://huggingface.co/docs/trl/main/en/sft_trainer#accelerate-fine-tuning-2x-using-unsloth)!\n",
        "7. `ChatML` for ShareGPT datasets, [conversational notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing)\n",
        "8. Text completions like novel writing [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)\n",
        "9. Gemma 6 trillion tokens is 2.5x faster! [free Colab](https://colab.research.google.com/drive/10NbwlsRChbma1v55m8LAPYG15uQv6HLo?usp=sharing)\n",
        "\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
        "  <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord.png\" width=\"145\"></a>\n",
        "  <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Support our work if you can! Thanks!\n",
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