Table Reasoning on HiTab
80.17Accuracy14B Only
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 14B OnlyBackbone=Qwen3-Instruct, Extra Tokens=–2026.05 | 80.17 | 20.5 | |
| EcoTabBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 78.32 | 13.9 | |
| STEERBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 77.04 | 14.9 | |
| SpecReasonBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 76.41 | 15 | |
| GlimpRouterBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 76.22 | 15.4 | |
| SpecCoTBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 76.04 | 15 | |
| RSDBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 75.88 | 15.2 | |
| RandomBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 73.43 | 17.4 | |
| 14B OnlyBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=–2026.05 | 70.08 | 22.9 | |
| EcoTabBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 67.97 | 13.9 | |
| STEERBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 67.01 | 15.3 | |
| SpecCoTBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 66.94 | 15 | |
| GlimpRouterBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 66.71 | 14.8 | |
| RSDBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 66.67 | 15.3 | |
| SpecReasonBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 66.58 | 15.1 | |
| RandomBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 63.06 | 18.1 | |
| 1.7B OnlyBackbone=Qwen3-Instruct, Extra Tokens=–2026.05 | 59.34 | 4.82 | |
| 1.7B OnlyBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=–2026.05 | 59.34 | 4.82 |