Table Understanding on TableBench, WikiTQ, WikiSQL Aggregated
55.33Overall ScoreTable-R1 (w/ RE-SFT & TARPO)
Evaluation Results
| Method | Links | |
|---|---|---|
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen3, Size=8B2025.05 | 55.33 | |
| GPT-4o2025.05 | 49.17 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen3, Size=8B2025.05 | 48.98 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=TeleChat2, Size=7B2025.05 | 48.9 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Llama3.1, Size=8B2025.05 | 47.97 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen2, Size=7B2025.05 | 46.42 | |
| TableGPT2Base Model=Qwen2.5, Size=72B2025.05 | 46.2 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen2.5, Size=3B2025.05 | 45.74 | |
| QWQBase Model=Qwen2.5, Size=32B2025.05 | 45.69 | |
| RE-TableLLM (w/ RE-SFT)Base Model=TeleChat2, Size=7B2025.05 | 44.84 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Llama3.1, Size=8B2025.05 | 43.94 | |
| TableLLM (w/ SFT)Base Model=Qwen3, Size=8B2025.05 | 43.2 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen2, Size=7B2025.05 | 42.95 | |
| TableGPT2Base Model=Qwen2.5, Size=7B2025.05 | 42.2 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=DS-Coder, Size=7B2025.05 | 41.29 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen2.5, Size=3B2025.05 | 39.22 | |
| TableLLM (w/ SFT)Base Model=TeleChat2, Size=7B2025.05 | 38.88 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=CodeQwen, Size=7B2025.05 | 38.58 | |
| Qwen2.5-CoderBase Model=Qwen2.5, Size=7B2025.05 | 38.07 | |
| RE-TableLLM (w/ RE-SFT)Base Model=CodeQwen, Size=7B2025.05 | 36.48 | |
| Qwen2.5-InstructBase Model=Qwen2.5, Size=7B2025.05 | 36.14 | |
| RE-TableLLM (w/ RE-SFT)Base Model=DS-Coder, Size=7B2025.05 | 36.13 | |
| TableLLM (w/ SFT)Base Model=Qwen2.5, Size=3B2025.05 | 36.12 | |
| CHAIN-OF-TABLEBase Model=GPT3.52025.05 | 34.63 | |
| TableLLM (w/ SFT)Base Model=Qwen2, Size=7B2025.05 | 33.56 | |
| DS-liteBase Model=DS-Coder, Size=16B2025.05 | 30 | |
| TableLLM (w/ SFT)Base Model=Llama3.1, Size=8B2025.05 | 30 | |
| TableLLM (w/ SFT)Base Model=DS-Coder, Size=7B2025.05 | 25.99 | |
| TableLLM (w/ SFT)Base Model=CodeQwen, Size=7B2025.05 | 25.65 | |
| Yi-CoderBase Model=Yi, Size=9B2025.05 | 22.21 | |
| TableLLMBase Model=CodeLlama, Size=13B2025.05 | 20.16 |