Table Reasoning on WikiTQ, TabFact, TableBench, HiTab, FinQA Average
75.47Accuracy14B Only
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 14B OnlyBackbone=Qwen3-Instruct, Extra Tokens=–2026.05 | 75.47 | 29.4 | 3.34 | |
| EcoTabBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 73.11 | 19.7 | 5.15 | |
| 14B OnlyBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=–2026.05 | 72.81 | 26 | 3.28 | |
| STEERBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 71.8 | 20.7 | 4.87 | |
| GlimpRouterBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 71.72 | 21.3 | 4.72 | |
| SpecReasonBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 71.43 | 21.1 | 4.62 | |
| RSDBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 71.39 | 21.5 | 4.55 | |
| SpecCoTBackbone=Qwen3-Instruct, Extra Tokens=✓2026.05 | 71.28 | 21.1 | 4.66 | |
| EcoTabBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 70.72 | 16.9 | 5.19 | |
| STEERBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 69.67 | 17.8 | 4.91 | |
| GlimpRouterBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 69.58 | 17.8 | 4.89 | |
| SpecCoTBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 69.42 | 17.9 | 4.83 | |
| SpecReasonBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 69.42 | 17.9 | 4.82 | |
| RSDBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✓2026.05 | 69.37 | 18 | 4.77 | |
| RandomBackbone=Qwen3-Instruct, Extra Tokens=✗2026.05 | 68.18 | 24.7 | 3.84 | |
| RandomBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=✗2026.05 | 65.46 | 22 | 3.77 | |
| 1.7B OnlyBackbone=Qwen3-Instruct, Extra Tokens=–2026.05 | 59.83 | 4.93 | 15.2 | |
| 1.7B OnlyBackbone=DeepSeek-R1-Distill-Qwen, Extra Tokens=–2026.05 | 59.83 | 4.93 | 15.22 |