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Solve issues #236, #239, #240, #241 and #242 #266

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Solve issues #236, #239, #240, #241 and #242 #266

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3e8ddec
Issue 242
DavidBlavid Jun 20, 2024
0606692
Issue 241
DavidBlavid Jun 20, 2024
450fa3c
Issue 240
DavidBlavid Jun 20, 2024
0e1e1b4
Issue 239
DavidBlavid Jun 20, 2024
8ea06bc
Issue 236
DavidBlavid Jun 20, 2024
d73107c
Add dataset "CR-LT-KGQA"
DavidBlavid Jun 24, 2024
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1 change: 1 addition & 0 deletions freebase/ComplexQuestions.md
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| Model / System | Year | Average F1 | Reported by |
|:-------------------:|:---------:|:----------:|:----------------------------------------------------------------------------:|
| TFS-KBQA | 2024 | 44.0 | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf)|
| Lan and Jiang [1] | 2020 | 43.3 | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Reranking | 2022 | 42.9 | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
| Luo et al. [2] | 2020 | 42.8 | [Yonghui Jia and Wenliang Chen](https://arxiv.org/pdf/2204.12808.pdf) |
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12 changes: 12 additions & 0 deletions freebase/ComplexWebQuestions.md
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add dataset Cr-lt-kgqa and its leaderboard mentioned in the paper: https://arxiv.org/pdf/2405.13873

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| GPT-3 | 2023 | - | - | 51.77 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| FLAN-T5 | 2023 | - | - | 46.69 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| BART-large | 2022 | 68.2 | - | - | EN | [Hu et al.](https://aclanthology.org/2022.coling-1.145.pdf) |
| FiDeLiS + gpt-4-turbo | 2024 | 64.32| 71.47 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| TFS-KBQA | 2024 | 63.6 | - | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| DECAF (BM25 + FiD-3B) | 2022 | - | 70.4 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| CBR-KBQA | 2022 | - | 70.4 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| DECAF (BM25 + FiD-large) | 2022 | - | 68.1 ± 0.5 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| DECAF (DPR + FiD-large) | 2022 | - | 67.0 ± 0.4 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FiDeLiS + gpt-3.5-turbo | 2024 | 61.78| 63.12 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| ToG + gpt-4-turbo | 2024 | 60.2 | 68.51 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| HGNet | 2022 | - | 58.1 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| ProgramTransfer | 2022 | 58.7 | 58.1 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| ToG + gpt-3.5-turbo | 2024 | 56.96| 57.59 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| RoG | 2024 | 56.17| 61.39 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| ProgramTransfer-o | 2022 | 55.8 | 54.7 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| ProgramTransfer-pa | 2022 | 54.5 | 54.3 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| KD-CoT | 2024 | - | 53.92 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| NSM+h | 2022 | - | 53.9 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FC-KBQA | 2024 | 54.1 | - | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| REAREV | 2022 | - | 52.9 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| QNRKGQA+h | 2022 | - | 51.5 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
| SR+NSM | 2022 | - | 50.2 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| QNRKGQA | 2022 | - | 50.5 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
| RCAANet | 2024 | - | 50.5 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| RE-KBQA | 2024 | - | 50.3 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| DGEN | 2024 | - | 49.5 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| NSM-distill | 2022 | - | 48.8 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| Rigel | 2022 | - | 48.7 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| TransferNet | 2022 | - | 48.6 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
Expand All @@ -36,6 +47,7 @@
| TERP | 2022 | - | 49.2 | - | EN | [Qiao et al.](https://aclanthology.org/2022.coling-1.156.pdf) |
| TeacherNet | 2022 | 44.0 | 48.8 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| NSM | 2022 | 44.0 | 48.8 | - | EN | [Du et al.](https://arxiv.org/pdf/2209.03005.pdf) |
| RnG-KBQA | 2024 | 42.3 | - | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| NSM+h | 2022 | - | 48.8 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
| TransferNet | 2022 | - | 48.6 | - | EN | [Du et al.](https://arxiv.org/pdf/2209.03005.pdf) |
| NSM+p | 2022 | - | 48.3 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
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13 changes: 13 additions & 0 deletions freebase/WebQuestionsSP.md
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| Model / System | Year | F1 | Hits@1 | Accuracy | Language | Reported by |
| :---------------------------------: | :--: | :--------: | :--------: | :------: | :------: | :-----------------------------------------------------------------------------------: |
| chatGPT | 2023 | - | - | 83.70 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| TFS-KBQA | 2024 | 79.9 | 79.8 | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| Pangu | 2024 | 79.6 | - | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| TIARA | 2022 | 78.9 | 75.2 | - | EN | [Shu et. al.](https://aclanthology.org/2022.emnlp-main.555.pdf) |
| DECAF (DPR + FiD-3B) | 2022 | 78.8 | 82.1 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FiDeLiS + gpt-4-turbo | 2024 | 78.32 | 84.39 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| GPT-3.5v3 | 2023 | - | - | 79.60 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| DECAF (DPR + FiD-large) | 2022 | 77.1 ± 0.2 | 80.7 ± 0.2 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FC-KBQA | 2024 | 76.9 | - | - | EN | [Shouhui Wang and Biao Qin](https://aclanthology.org/2024.lrec-main.1074.pdf) |
| FiDeLiS + gpt-3.5-turbo | 2024 | 76.78 | 79.32 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| UniK-QA | 2022 | - | 79.1 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| Sun et al. | 2024 | - | 77.8 | - | EN | [Sun et al.](https://aclanthology.org/2024.lrec-main.496.pdf) |
| TERP | 2022 | - | 76.8 | - | EN | [Qiao et al.](https://aclanthology.org/2022.coling-1.156.pdf) |
| SQALER+GNN | 2022 | - | 76.1 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| EmQL | 2020 | - | 75.5 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| GMT-KBQA | 2022 | 76.6 | - | 73.1 | EN | [Hu et al.](https://aclanthology.org/2022.coling-1.145.pdf) |
| GPT-3.5v2 | 2023 | - | - | 72.34 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| Program Transfer | 2022 | 76.5 | 74.6 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| RnG-KBQA (T5-large) | 2022 | 76.2 ± 0.2 | 80.7 ± 0.2 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| ToG + gpt-4-turbo | 2024 | 75.97 | 81.84 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| RnG-KBQA | 2022 | 75.6 | - | 71.1 | EN | [Hu et al.](https://aclanthology.org/2022.coling-1.145.pdf) |
| ArcaneQA | 2022 | 75.3 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| QNRKGQA+h | 2022 | - | 75.7 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
Expand All @@ -26,6 +33,7 @@
| QNRKGQA | 2022 | - | 74.9 | - | EN | [Ma et al.](https://link.springer.com/chapter/10.1007/978-3-031-10983-6_11) |
| ReTrack | 2022 | 74.7 | - | - | EN | [Hu et al.](https://aclanthology.org/2022.coling-1.145.pdf) |
| ReTrack | 2021 | 74.6 | 74.7 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| DGEN | 2024 | - | 74.5 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| BART-large | 2022 | 74.6 | - | - | EN | [Hu et al.](https://aclanthology.org/2022.coling-1.145.pdf) |
| Subgraph Retrieval | 2022 | 74.5 | 83.2 | - | EN | [Shu et. al.](https://aclanthology.org/2022.emnlp-main.555.pdf) |
| QGG | 2022 | 74.0 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
Expand All @@ -52,6 +60,8 @@
| NSM | 2021 | - | 74.30 | - | EN | [He et al.](https://arxiv.org/pdf/2101.03737.pdf) |
| Rigel | 2022 | - | 73.3 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| SGM | 2022 | 72.36 | - | - | EN | [Ma L et al.](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9747229) |
| ToG + gpt-3.5-turbo | 2024 | 72.32 | 75.13 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| RCAANet | 2024 | 72.3 | 76.4 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| CBR-SUBG | 2022 | 72.1 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| NPI | 2022 | - | 72.6 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| TextRay | 2022 | - | 72.2 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
Expand All @@ -66,8 +76,10 @@
| HGNet | 2021 | 70.3 | 70.6 | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| GrailQA Ranking | 2021 | 70.0 | - | - | EN | [Shu et. al.](https://aclanthology.org/2022.emnlp-main.555.pdf) |
| SQALER | 2022 | - | 70.6 | - | EN | [Costas Mavromatis and George Karypis](https://arxiv.org/pdf/2210.13650.pdf) |
| RoG | 2024 | 69.81 | 83.15 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| STAGG | 2015 | 69.00 | - | - | EN | [Ma L et al.](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9747229) |
| UHop | 2019 | 68.5 | - | - | EN | [Ma L et al.](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9747229) |
| RE-KBQA | 2024 | 68.5 | 74.6 | - | EN | [Lv et al.](https://www.researchsquare.com/article/rs-4292912/v1) |
| KBIGER | 2022 | 68.4 | 75.3 | - | EN | [Du et al.](https://arxiv.org/pdf/2209.03005.pdf) |
| NSM | 2022 | - | 69.0 | - | EN | [Cao et al.](https://aclanthology.org/2022.acl-long.559.pdf) |
| GraftNet-EF+LF | 2018 | - | 68.7 | - | EN | [Sun et al.](https://aclanthology.org/D18-1455.pdf) |
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| FLAN-T5 | 2023 | - | - | 59.87 | EN | [Tan et al.](https://arxiv.org/pdf/2303.07992.pdf) |
| KGT5 | 2022 | 56.1 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FILM | 2022 | 54.7 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| KD-CoT | 2024 | 50.2 | 73.7 | - | EN | [Sui et al.](https://arxiv.org/pdf/2405.13873) |
| ReifKB | 2020 | - | 52.7 | - | EN | [Cohen et al.](https://arxiv.org/pdf/2002.06115.pdf) |
| KV-Mem | 2022 | 38.6 | 46.7 | - | EN | [Du et al.](https://arxiv.org/pdf/2209.03005.pdf) |
| KGQA-RR(GPT2) | 2023 | - | - | 18.11 | EN | [Hu et al.](https://arxiv.org/pdf/2303.10368.pdf) |
1 change: 1 addition & 0 deletions freebase/freebaseQA.md
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| Model / System | Year | Exact Match | Accuracy | Hits@1 | Language | Reported by |
| :----------------------: | :--: | :---------: | :------: | :-------: | :------: | :----------------------------------------------------: |
| Sun et al. | 2024 | - | - | 84.3 | EN | [Sun et al.](https://aclanthology.org/2024.lrec-main.496.pdf) |
| DECAF (DPR + FiD-large) | 2022 | - | - | 79.0±0.6 | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| DECAF (BM25 + FiD-large) | 2022 | - | - | 78.8± 0.5 | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| FILM | 2022 | - | - | 63.3 | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
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