Mathematical Reasoning on AMC23 (Acc (%) and CoT Len.)
66.4Accuracy (%)SuperThoughts (Projection Compressor)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SuperThoughts (Projection Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.999992026.06 | 66.4 | 581.2 | |
| Standard CoTBackbone=Qwen-2.5-Instruct-14B2026.06 | 65.5 | 723.6 | |
| SuperThoughts (Transformer Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.99992026.06 | 63.9 | 507.1 | |
| SuperThoughts (Transformer Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.999992026.06 | 63.3 | 562.5 | |
| SuperThoughts (Transformer Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.9992026.06 | 63.1 | 462.5 | |
| SuperThoughts (Projection Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.9992026.06 | 63 | 465.3 | |
| SuperThoughts (Projection Compressor)Backbone=Qwen-2.5-Instruct-14B, Adaptive Threshold (τ)=0.99992026.06 | 62 | 504.9 |