General Reasoning on Overall (Efficiency Metrics)
84.8AccuracyDTSR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTSRBackbone=Qwen3-14B2026.04 | 84.8 | 3,748 | — | — | |
| VanillaBackbone=Qwen3-32B2026.04 | 84.7 | 5,638 | — | — | |
| DTSRBackbone=Qwen3-32B2026.04 | 84.6 | 4,010 | — | — | |
| VanillaBackbone=Qwen3-14B2026.04 | 84.4 | 5,761 | — | — | |
| VanillaModel=Qwen3-14B2026.04 | 83.3 | 7,532 | 100 | 7,532 | |
| NoWAITBackbone=Qwen3-32B2026.04 | 83.3 | 4,285 | — | — | |
| NoWAITBackbone=Qwen3-14B2026.04 | 83.2 | 4,584 | — | — | |
| DEERBackbone=Qwen3-32B2026.04 | 83.1 | 4,318 | — | — | |
| DEERBackbone=Qwen3-14B2026.04 | 83 | 4,367 | — | — | |
| VanillaBackbone=Qwen3-8B2026.04 | 81.9 | 6,510 | — | — | |
| RCPDModel=Qwen3-14B2026.04 | 81.5 | 7,099 | 91.3 | 7,394 | |
| DTSRBackbone=Qwen3-8B2026.04 | 81 | 4,428 | — | — | |
| DEERModel=Qwen3-14B2026.04 | 79.6 | 4,605 | 55.3 | 4,684 | |
| DEERBackbone=Qwen3-8B2026.04 | 79.3 | 4,532 | — | — | |
| NoWAITBackbone=Qwen3-8B2026.04 | 79.1 | 4,832 | — | — | |
| EATModel=Qwen3-14B2026.04 | 78.5 | 6,086 | 82.7 | 6,293 | |
| VanillaModel=Qwen3-4B2026.04 | 78.4 | 8,344 | 100 | 8,344 | |
| CoDE-StopModel=Qwen3-14B2026.04 | 78 | 4,256 | 50.1 | 4,330 | |
| RCPDModel=Qwen3-4B2026.04 | 77.8 | 8,221 | 96.9 | 8,565 | |
| DEERModel=Qwen3-4B2026.04 | 77.4 | 6,176 | 70 | 6,294 | |
| CoDE-StopModel=Qwen3-4B2026.04 | 77.1 | 5,859 | 65.4 | 5,956 | |
| EATModel=Qwen3-4B2026.04 | 73.6 | 6,547 | 78.5 | 6,777 | |
| NoThinkingBackbone=Qwen3-14B2026.04 | 73.6 | 1,302 | — | — | |
| VanillaModel=Nemotron-8B2026.04 | 73.2 | 5,729 | 100 | 5,729 | |
| DEERModel=Nemotron-8B2026.04 | 72 | 4,736 | 80.8 | 4,830 | |
| RCPDModel=Nemotron-8B2026.04 | 71.8 | 5,536 | 96.2 | 5,776 | |
| Think or NotModel=Nemotron-8B2026.04 | 71.7 | 5,028 | 89.5 | 9,223 | |
| NoThinkingBackbone=Qwen3-32B2026.04 | 71.6 | 1,123 | — | — | |
| CoDE-StopModel=Nemotron-8B2026.04 | 71.4 | 4,516 | 75.4 | 4,607 | |
| EATModel=Nemotron-8B2026.04 | 70.5 | 5,202 | 91.1 | 5,417 | |
| NoThinkingBackbone=Qwen3-8B2026.04 | 70.5 | 1,458 | — | — | |
| Think or NotModel=Qwen3-4B2026.04 | 69.8 | 6,595 | 75.3 | 11,668 | |
| VanillaModel=DeepSeek-R12026.04 | 66 | 7,514 | 100 | 7,514 | |
| RCPDModel=DeepSeek-R12026.04 | 66 | 7,518 | 100 | 7,802 | |
| DEERModel=DeepSeek-R12026.04 | 64.2 | 5,855 | 73.2 | 6,292 | |
| CoDE-StopModel=DeepSeek-R12026.04 | 63.8 | 5,545 | 68.3 | 5,935 | |
| EATModel=DeepSeek-R12026.04 | 62.5 | 6,436 | 86.3 | 6,824 | |
| Answer ConvergenceModel=Nemotron-8B2026.04 | 53.7 | 1,736 | 29.9 | 2,399 | |
| Answer ConvergenceModel=Qwen3-4B2026.04 | 51.1 | 2,051 | 20.3 | 3,191 | |
| Answer ConvergenceModel=DeepSeek-R12026.04 | 51 | 2,734 | 33.1 | 4,170 |