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| Sky-T1-32B-Preview | Sky-T1-32B-Flash | Qwen2.5-32B-Instruct | QwQ-32B- Base | DeepSeek-R1-Distill-Qwen-32B | ||
|---|---|---|---|---|---|---|
| Math500 | Acc | 88.6 | 88.6 | 76.2 | 89.2 | 90.8 |
| Avg Len | 2124 | 1417 (-33%) | 522 | 2089 | 2010 | |
| AIME24 | Acc | 43.3 | 43.3 | 16.7 | 50 | 66.7 |
| Avg Len | 6881 | 4365 (-37%) | 970 | 7379 | 9173 | |
| LCB Easy | Acc | 87.4 | 89 | 84.6 | 90.7 | 91.2 |
| Avg Len | 3415 | 2265 (-34%) | 414 | 3255 | 2775 | |
| LCB Medium | Acc | 56.8 | 56.3 | 40.8 | 56.3 | 76.7 |
| Avg Len | 8263 | 4389 (-47%) | 535 | 6742 | 6324 | |
| LCB Hard | Acc | 17.9 | 17.9 | 9.8 | 17.1 | 38.2 |
| Avg Len | 14564 | 6199 (-57%) | 618 | 10450 | 10448 | |
| MMLU | Acc | 82.4 | 81.7 | 80.1 | 85.2 | 82.1 |
| Avg Len | 1087 | 799 (-17%) | 312 | 1041 | 774 | |
| GPQA Diamond | Acc | 56.8 | 56.6 | 45.5 | 52.5 | 62.6 |
| Avg Len | 3503 | 2148 (-39%) | 600 | 3302 | 5108 |
1@misc{reduce_overthinking_2025,
2 author = {NovaSky Team},
3 title = {Think Less, Achieve More: Cut Reasoning Costs by 50% Without Sacrificing Accuracy},
4 howpublished = {https://novasky-ai.github.io/posts/reduce-overthinking},
5 note = {Accessed: 2025-01-23},
6 year = {2025}
7}