Update README.md

Author: Luodian

README.md

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 ## Annoucement
 
+- [2025-02] 🚀🚀 We have integrated [`vllm`](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/544) into our models, enabling accelerated evaluation for both multimodal and language models. Additionally, we have incorporated [`openai_compatible`](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/546) to support the evaluation of any API-based model that follows the OpenAI API format. Check the usages [here](https://github.com/EvolvingLMMs-Lab/lmms-eval/tree/main/miscs/model_dryruns).
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 - [2025-01] 🎓🎓 We have released our new benchmark: [Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos](https://arxiv.org/abs/2501.13826). Please refer to the [project page](https://videommmu.github.io/) for more details.
 
 - [2024-12] 🎉🎉 We have presented [MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs](https://arxiv.org/pdf/2411.15296), jointly with [MME Team](https://github.com/BradyFU/Video-MME) and [OpenCompass Team](https://github.com/open-compass).
 
 - [2024-11] 🔈🔊 The `lmms-eval/v0.3.0` has been upgraded to support audio evaluations for audio models like Qwen2-Audio and Gemini-Audio across tasks such as AIR-Bench, Clotho-AQA, LibriSpeech, and more. Please refer to the [blog](https://github.com/EvolvingLMMs-Lab/lmms-eval/blob/main/docs/lmms-eval-0.3.md) for more details!
 
-- [2024-07] 🎉🎉 We have released the [technical report](https://arxiv.org/abs/2407.12772) and [LiveBench](https://huggingface.co/spaces/lmms-lab/LiveBench)! 
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-- [2024-06] 🎬🎬 The `lmms-eval/v0.2.0` has been upgraded to support video evaluations for video models like LLaVA-NeXT Video and Gemini 1.5 Pro across tasks such as EgoSchema, PerceptionTest, VideoMME, and more. Please refer to the [blog](https://lmms-lab.github.io/posts/lmms-eval-0.2/) for more details!
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-- [2024-03] 📝📝 We have released the first version of `lmms-eval`, please refer to the [blog](https://lmms-lab.github.io/posts/lmms-eval-0.1/) for more details!
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 <details>
 <summary>We warmly welcome contributions from the open-source community! Below is a chronological list of recent tasks, models, and features added by our amazing contributors. </summary>
 
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 - [2024-09] ⚙️️⚙️️️️ We upgrade `lmms-eval` to `0.2.3` with more tasks and features. We support a compact set of language tasks evaluations (code credit to [lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness)), and we remove the registration logic at start (for all models and tasks) to reduce the overhead. Now `lmms-eval` only launches necessary tasks/models. Please check the [release notes](https://github.com/EvolvingLMMs-Lab/lmms-eval/releases/tag/v0.2.3) for more details.
 - [2024-08] 🎉🎉 We welcome the new model [LLaVA-OneVision](https://huggingface.co/papers/2408.03326), [Mantis](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/162), new tasks [MVBench](https://huggingface.co/datasets/OpenGVLab/MVBench), [LongVideoBench](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/117), [MMStar](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/158). We provide new feature of SGlang Runtime API for llava-onevision model, please refer the [doc](https://github.com/EvolvingLMMs-Lab/lmms-eval/blob/main/docs/commands.md) for inference acceleration
 - [2024-07] 👨‍💻👨‍💻 The `lmms-eval/v0.2.1` has been upgraded to support more models, including [LongVA](https://github.com/EvolvingLMMs-Lab/LongVA), [InternVL-2](https://github.com/OpenGVLab/InternVL), [VILA](https://github.com/NVlabs/VILA), and many more evaluation tasks, e.g. [Details Captions](https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/136), [MLVU](https://arxiv.org/abs/2406.04264), [WildVision-Bench](https://huggingface.co/datasets/WildVision/wildvision-arena-data), [VITATECS](https://github.com/lscpku/VITATECS) and [LLaVA-Interleave-Bench](https://llava-vl.github.io/blog/2024-06-16-llava-next-interleave/).
+- [2024-07] 🎉🎉 We have released the [technical report](https://arxiv.org/abs/2407.12772) and [LiveBench](https://huggingface.co/spaces/lmms-lab/LiveBench)! 
+- [2024-06] 🎬🎬 The `lmms-eval/v0.2.0` has been upgraded to support video evaluations for video models like LLaVA-NeXT Video and Gemini 1.5 Pro across tasks such as EgoSchema, PerceptionTest, VideoMME, and more. Please refer to the [blog](https://lmms-lab.github.io/posts/lmms-eval-0.2/) for more details!
+- [2024-03] 📝📝 We have released the first version of `lmms-eval`, please refer to the [blog](https://lmms-lab.github.io/posts/lmms-eval-0.1/) for more details!
 
 </details>