Multi-table Question Answering on Atis
86.05T-EMzero-shot
Evaluation results
| Method | Links | ||
|---|---|---|---|
| zero-shotSetting=Tuned LLM (LoRA)2026.06 | 86.05 | 78.35 | |
| GRABSetting=Tuned LLM (LoRA)2026.06 | 86.05 | 79.49 | |
| GRABSetting=Frozen LLM2026.06 | 79.07 | 64.78 | |
| Prompt tuningSetting=Frozen LLM2026.06 | 70.93 | 64.09 | |
| MultiTabQASetting=Others2026.06 | 61.63 | 34 | |
| GPT-5.4-miniSetting=Others2026.06 | 2.33 | 36.3 | |
| zero-shotSetting=Inference-only2026.06 | 1.16 | 16.89 |