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4444| Model | Dev logical form <br /> accuracy | Dev <br /> execution <br /> accuracy | Test <br /> logical form <br /> accuracy | Test <br /> execution <br /> accuracy | Uses execution |
4545| :---: | :---: | :---: | :---: | :---: | :---: |
46+ | HydraNet + Execution-Guided Decoding (Anonymous 2020) | 86.6 | 92.4 | 86.5 | 92.2 | Inference |
4647| [ X-SQL<br />+Execution-Guided Decoding<br />(He 2019)] ( https://www.microsoft.com/en-us/research/publication/x-sql-reinforce-context-into-schema-representation/ ) | 86.2 | 92.3 | 86.0 | 91.8 | Inference |
4748| [ (Guo 2019) <br />+Execution-Guided Decoding <br /> with BERT-Base-Uncased] ( https://arxiv.org/abs/1910.07179 ) ^| 85.4 | 91.1 | 84.5 | 90.1 | Inference |
4849| [ SQLova<br />+Execution-Guided Decoding<br />(Hwang 2019)] ( https://ssl.pstatic.net/static/clova/service/clova_ai/research/publications/SQLova.pdf ) | 84.2 | 90.2 | 83.6 | 89.6 | Inference |
4950| [ IncSQL<br />+Execution-Guided Decoding<br />(Shi 2018)] ( https://arxiv.org/pdf/1809.05054.pdf ) | 51.3 | 87.2 | 51.1 | 87.1 | Inference |
5051| [ Execution-Guided Decoding<br />(Wang 2018)] ( https://arxiv.org/abs/1807.03100 ) | 76.0 | 84.0 | 75.4 | 83.8 | Inference |
5152| [ (Guo 2019) <br /> with BERT-Base-Uncased] ( https://arxiv.org/abs/1910.07179 ) ^ | 84.3 | 90.3 | 83.7 | 89.2 | |
52- | HydraNet (Anonymous 2020) | 83.6 | 88.9 | 83.8 | 89.0 | |
53+ | HydraNet (Anonymous 2020) | 83.6 | 89.1 | 83.8 | 89.2 | |
5354| [ X-SQL<br />(He 2019)] ( https://www.microsoft.com/en-us/research/publication/x-sql-reinforce-context-into-schema-representation/ ) | 83.8 | 89.5 | 83.3 | 88.7 | |
5455| [ SQLova <br />(Hwang 2019)] ( https://ssl.pstatic.net/static/clova/service/clova_ai/research/publications/SQLova.pdf ) | 81.6 | 87.2 | 80.7 | 86.2 | |
5556| [ IncSQL<br />(Shi 2018)] ( https://arxiv.org/pdf/1809.05054.pdf ) | 49.9 | 84.0 | 49.9 | 83.7 | |
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