Table Understanding on TableBench
88.54Fact ScoreQwen3-32B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen3-32BCategory=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 88.54 | 84.13 | 48.4 | 69.98 | |
| Claude-4.5-SonnetCategory=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 87.5 | 85.39 | 53.64 | 72.61 | |
| VeriGraph-8BCategory=Specialized data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✓2026.06 | 87.23 | 83.63 | 57.78 | 73.58 | |
| Claude-4.5-OpusCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 86.15 | 86.46 | 57.43 | 74.4 | |
| GPT-5.2Category=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 85.42 | 77.83 | 48.4 | 66.63 | |
| Claude-4.5-OpusCategory=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 84.38 | 87.41 | 55.69 | 74.04 | |
| Qwen3-30B-A3BCategory=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 84.38 | 85.89 | 46.06 | 69.38 | |
| Gemini-2.5-ProCategory=Direct inference, Traceability (Comp.)=✗, Traceability (Deriv.)=✗2026.06 | 82.29 | 82.62 | 45.19 | 67.22 | |
| DeepAnalyzeCategory=Specialized data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 80.21 | 71.92 | 50.4 | 67.51 | |
| Qwen3-32BCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 78.12 | 79.09 | 50.73 | 67.34 | |
| GPT-5.4Category=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 77.08 | 84.63 | 62.1 | 74.52 | |
| QwQ-32BCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 77.08 | 70.03 | 51.31 | 63.16 | |
| GPT-5.2Category=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 75 | 79.09 | 52.48 | 67.7 | |
| DataMindCategory=Specialized data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 73.96 | 82.12 | 50.73 | 68.94 | |
| Claude-4.5-SonnetCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 72.92 | 72.07 | 43.01 | 62.52 | |
| Qwen3-30B-A3BCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 68.75 | 72.54 | 51.6 | 63.52 | |
| Qwen3-Coder-30BCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 65.62 | 60.15 | 35.86 | 50.78 | |
| Qwen3-8BCategory=ReAct data agents, Traceability (Comp.)=✓, Traceability (Deriv.)=✗2026.06 | 60.42 | 72.54 | 52.19 | 62.8 |