Table Reasoning on TableBench (DP/CoT Metrics)
44.54DPTable-R1 (w/ RE-SFT & TARPO)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen3, Size=8B2025.05 | 44.54 | 49.3 | 47.21 | 44.54 | |
| QWQBase Model=Qwen2.5, Size=32B2025.05 | 43.87 | 43.48 | 37.06 | 31.58 | |
| GPT-4o2025.05 | 40.91 | 51.96 | 41.43 | 45.71 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=TeleChat2, Size=7B2025.05 | 39.29 | 42.14 | 38.95 | 41.6 | |
| TableGPT2Base Model=Qwen2.5, Size=72B2025.05 | 38.9 | 50.06 | 30.47 | 28.98 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Llama3.1, Size=8B2025.05 | 38.5 | 40.21 | 38.51 | 42.78 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen2, Size=7B2025.05 | 36.22 | 41.85 | 32.84 | 41.13 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=Qwen2.5, Size=3B2025.05 | 35.71 | 39.54 | 36.78 | 41.93 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen3, Size=8B2025.05 | 31.53 | 44.67 | 34.7 | 44.36 | |
| DS-liteBase Model=DS-Coder, Size=16B2025.05 | 29.6 | 30.93 | 22.61 | 10.9 | |
| RE-TableLLM (w/ RE-SFT)Base Model=TeleChat2, Size=7B2025.05 | 29.01 | 38.57 | 31.15 | 41.86 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=DS-Coder, Size=7B2025.05 | 28.74 | 35.85 | 29.62 | 41.71 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Llama3.1, Size=8B2025.05 | 28.71 | 38.36 | 30.46 | 42.14 | |
| Qwen2.5-CoderBase Model=Qwen2.5, Size=7B2025.05 | 28.67 | 36.25 | 25.95 | 16.15 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen2, Size=7B2025.05 | 28.24 | 37.33 | 29.1 | 41.05 | |
| TableGPT2Base Model=Qwen2.5, Size=7B2025.05 | 27.95 | 41.05 | 31.4 | 38.67 | |
| Table-R1 (w/ RE-SFT & TARPO)Base Model=CodeQwen, Size=7B2025.05 | 26.63 | 28.42 | 26.1 | 41.15 | |
| RE-TableLLM (w/ RE-SFT)Base Model=DS-Coder, Size=7B2025.05 | 25.63 | 31.49 | 25.88 | 41.63 | |
| Qwen2.5-InstructBase Model=Qwen2.5, Size=7B2025.05 | 25.18 | 29.77 | 24.35 | 22.58 | |
| CHAIN-OF-TABLEBase Model=GPT3.52025.05 | 24.86 | 32.61 | 26.39 | 20.24 | |
| TableLLM (w/ SFT)Base Model=DS-Coder, Size=7B2025.05 | 23.15 | 30.51 | 23.56 | 18.74 | |
| TableLLM (w/ SFT)Base Model=TeleChat2, Size=7B2025.05 | 22.45 | 32.65 | 23.91 | 25.29 | |
| TableLLM (w/ SFT)Base Model=Qwen3, Size=8B2025.05 | 22.42 | 35.88 | 27.58 | 29.15 | |
| RE-TableLLM (w/ RE-SFT)Base Model=Qwen2.5, Size=3B2025.05 | 22.38 | 32.6 | 25.57 | 41.64 | |
| TableLLM (w/ SFT)Base Model=Llama3.1, Size=8B2025.05 | 22.3 | 30.77 | 21.92 | 27.17 | |
| TableLLM (w/ SFT)Base Model=Qwen2, Size=7B2025.05 | 22.29 | 31.9 | 23.62 | 12.87 | |
| Yi-CoderBase Model=Yi, Size=9B2025.05 | 21.94 | 22.8 | 8.43 | 11.36 | |
| RE-TableLLM (w/ RE-SFT)Base Model=CodeQwen, Size=7B2025.05 | 21.47 | 26.49 | 24.34 | 42.52 | |
| TableLLM (w/ SFT)Base Model=CodeQwen, Size=7B2025.05 | 20.15 | 24.81 | 20.55 | 15.14 | |
| TableLLM (w/ SFT)Base Model=Qwen2.5, Size=3B2025.05 | 20.08 | 30.02 | 22.11 | 27.55 | |
| TableLLMBase Model=CodeLlama, Size=13B2025.05 | 3.88 | 3.85 | 2.88 | 2.94 |