Metric: Accuracy (Dev) (higher is better)
| # | Model↕ | Accuracy (Dev)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Binder | 65 | No | Binding Language Models in Symbolic Languages | 2022-10-06 | Code |
| 2 | Dater | 64.8 | No | Large Language Models are Versatile Decomposers:... | 2023-01-31 | Code |
| 3 | LEVER | 64.6 | No | LEVER: Learning to Verify Language-to-Code Gener... | 2023-02-16 | Code |
| 4 | OmniTab-Large | 62.5 | No | OmniTab: Pretraining with Natural and Synthetic ... | 2022-07-08 | Code |
| 5 | ReasTAP-Large | 59.7 | No | ReasTAP: Injecting Table Reasoning Skills During... | 2022-10-22 | Code |
| 6 | TAPEX-Large | 57 | No | TAPEX: Table Pre-training via Learning a Neural ... | 2021-07-16 | Code |
| 7 | MAPO + TABERTLarge (K = 3) | 52.2 | No | TaBERT: Pretraining for Joint Understanding of T... | 2020-05-17 | Code |
| 8 | T5-3b(UnifiedSKG) | 50.65 | No | UnifiedSKG: Unifying and Multi-Tasking Structure... | 2022-01-16 | Code |
| 9 | Structured Attention | 43.7 | No | Learning Semantic Parsers from Denotations with ... | 2019-09-09 | Code |