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Solve issues #257 , #256 , #255 , #254 and #253 #262

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Solve issues #257 , #256 , #255 , #254 and #253 #262

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Add results from issues 253-257
Jun 12, 2024
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Add Sen et al.
Jun 21, 2024
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Jun 24, 2024
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39 changes: 21 additions & 18 deletions dbpedia/QALD-9-Plus-DBpedia.md
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---


| Model / System | Year |Precision|Recall| F1 |Language| Reported by |
|:--------------:|:----:|:-------:|:----:|:---:|:------:|:------------------------------------------------------------------------------:|
| QAnswer | 2022 | - |- |30.39 (Macro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271) |
| QAnswer | 2022 | - |- |19.98 (Macro F1)| DE | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- |15.06 (Macro F1)| FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- |9.57 (Macro F1)| RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- |5.27 (Micro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271) |
| QAnswer | 2022 | - |- |2.19 (Micro F1)| DE | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- |4.06 (Micro F1)| FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- |1.53 (Micro F1)| RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- |12.40 (Macro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- |0.13 (Micro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- |15.03 (Macro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- |1.26 (Micro F1)| EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- |8.70 (Macro F1)| RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- |0.05 (Micro F1)| RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- |4.17 (Macro F1)| FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- |0.00 (Micro F1)| FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Model / System | Year |Precision|Recall| F1 | Language | Reported by |
|:------------------------:|:----:|:-------:|:----:|:----------------:|:--------:|:------------------------------------------------------------------------------:|
| QAnswer | 2022 | - |- | 30.39 (Macro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271) |
| QAnswer | 2022 | - |- | 19.98 (Macro F1) | DE | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- | 15.06 (Macro F1) | FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- | 9.57 (Macro F1) | RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- | 5.27 (Micro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271) |
| QAnswer | 2022 | - |- | 2.19 (Micro F1) | DE | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- | 4.06 (Micro F1) | FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| QAnswer | 2022 | - |- | 1.53 (Micro F1) | RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- | 12.40 (Macro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- | 0.13 (Micro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- | 15.03 (Macro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- | 1.26 (Micro F1) | EN | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- | 8.70 (Macro F1) | RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| DeepPavlov | 2022 | - |- | 0.05 (Micro F1) | RU | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- | 4.17 (Macro F1) | FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Platypus | 2022 | - |- | 0.00 (Micro F1) | FR | [Perevalov et. al.](https://ieeexplore.ieee.org/document/9736271)|
| Lingua Franca (LIBRE MT) | 2023 | - |- | 27.1 (Macro F1) | DE | [Srivastava et. al.](https://dl.acm.org/doi/pdf/10.1145/3587259.3627567)|
| Lingua Franca (LIBRE MT) | 2023 | - |- | 38.6 (Macro F1) | FR | [Srivastava et. al.](https://dl.acm.org/doi/pdf/10.1145/3587259.3627567)|
| Lingua Franca (OPUS MT) | 2023 | - |- | 26.0 (Macro F1) | EN | [Srivastava et. al.](https://dl.acm.org/doi/pdf/10.1145/3587259.3627567)|
39 changes: 21 additions & 18 deletions freebase/WebQuestions.md
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datasetUrl: https://worksheets.codalab.org/worksheets/0xba659fe363cb46e7a505c5b6a774dc8a
---

| Model / System | Year |Precision| Recall | F1 |Language| Reported by |
|:-----------------:|:----:|:-------:|:------:|:----:|:------:|:---------------------------------------------------------------------:|
| Reranking | 2022 | - | - | 56.0 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Jain [1] | 2016 | - | - | 55.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Xu et al. [2] | 2019 | - | - | 54.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Hu et al. [3] | 2018 | - | - | 53.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Wang et al. | 2022 | - | - | 53.2 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Luo et al. [4] | 2018 | - | - | 52.7 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Yih et al. [5] | 2015 | - | - | 52.5 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Bao et al. [6] | 2016 | - | - | 52.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Ranking | 2022 | - | - | 52.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Zhu et al. | 2022 | - | - | 52.1 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Chen et al. [7] | 2015 | - | - | 51.8 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Abujabal et al. | 2022 | - | - | 51.0 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Berant et al. | 2022 | - | - | 49.7 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Yao et al. | 2022 | - | - | 44.3 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Dong et al. | 2022 | - | - | 40.8 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Berant et al. [8] | 2013 | - | - | 36.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Model / System | Year | Precision | Recall | F1 |Language| Reported by |
|:-------------------------------:|:----:|:---------:|:------:|:-----:|:------:|:-----------------------------------------------------------------------------:|
| Reranking | 2022 | - | - | 56.0 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Jain [1] | 2016 | - | - | 55.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Xu et al. [2] | 2019 | - | - | 54.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Hu et al. [3] | 2018 | - | - | 53.6 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Wang et al. | 2022 | - | - | 53.2 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Luo et al. [4] | 2018 | - | - | 52.7 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Yih et al. [5] | 2015 | - | - | 52.5 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Bao et al. [6] | 2016 | - | - | 52.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Ranking | 2022 | - | - | 52.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Zhu et al. | 2022 | - | - | 52.1 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Chen et al. [7] | 2015 | - | - | 51.8 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Abujabal et al. | 2022 | - | - | 51.0 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Berant et al. | 2022 | - | - | 49.7 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Yao et al. | 2022 | - | - | 44.3 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Dong et al. | 2022 | - | - | 40.8 | EN | [Wang et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_15) |
| Berant et al. [8] | 2013 | - | - | 36.4 | EN | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Sen et al. (Flan-T5 11B ) | 2023 | - | - | 59.79 | EN | [Flan et al.](https://aclanthology.org/2023.nlrse-1.1.pdf) |
| Retrieve-Rewrite-Answer (T0 3B) | 2023 | - | - | 74.02 | EN | [Wu et al.](https://arxiv.org/pdf/2309.11206) |


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