Reasoning Efficiency (Token Usage) on HrBench N=800
5.7Avg TokensLaser
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LaserReasoning Paradigm=Latent Reasoning2026.01 | 5.7 | -89.7 | |
| LVRReasoning Paradigm=Latent Reasoning2026.01 | 8 | -85.7 | |
| Qwen2.5-VL-7B2026.01 | 55.9 | — | |
| Monet-7BReasoning Paradigm=Explicit Reasoning2026.01 | 86.8 | 55.3 | |
| VL-RethinkerReasoning Paradigm=Explicit Reasoning2026.01 | 143.8 | 157.2 |