Research map / Vision-language and multimodal / Human and embodied modeling
RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add the column-enhanced layer to the schema cross-encoder (ablation) | RESDSQL schema cross-encoder · Spider dev schema classification | Total AUC: 1.9904 -> 1.9930 | Helped |
| use focal loss instead of cross-entropy loss for schema classification (ablation) | RESDSQL schema cross-encoder · Spider dev schema classification | Total AUC: 1.9901 -> 1.9930 | Helped |
| rank schema items instead of using the original unordered schema sequence (ablation) | RESDSQL-Base · Spider dev | EM: 67.2 -> 71.7 | Helped |
| rank schema items instead of using the original unordered schema sequence (ablation) | RESDSQL-Base · Spider dev | EX: 70.1 -> 77.9 | Helped |
| generate the SQL skeleton before generating the full query (ablation) | RESDSQL-Base · Spider dev | EM: 71.0 -> 71.7 | Helped |
| generate the SQL skeleton before generating the full query (ablation) | RESDSQL-Base · Spider dev | EX: 77.1 -> 77.9 | Helped |
| add NatSQL as an intermediate representation | RESDSQL-3B · Spider dev | EM: 78.0 -> 80.5 | Helped |
| add NatSQL as an intermediate representation | RESDSQL-3B · Spider dev | EX: 81.8 -> 84.1 | Helped |
Closest papers by meaning
- Structure-Guided Large Language Models for Text-to-SQL Generation (ICML 2025 · similarity 0.86)
- SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL (NeurIPS 2025 · similarity 0.85)
- Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search (ICML 2025 · similarity 0.84)
- Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows (ICLR 2025 · similarity 0.84)
- SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration (AAAI 2025 · similarity 0.84)
- ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL (ICLR 2025 · similarity 0.84)
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