Open CoT - LSAT Analytical Reasoning: leaderboard

The "LSAT Analytical Reasoning" subtask of Open CoT. A task from the Open CoT Leaderboard, measuring chain-of-thought reasoning ability and the accuracy gain from step-by-step reasoning.

Metric: CoT Gain (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 132 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek R1 Distill Llama 70B22.61#594
2DeepSeek R1 Distill Qwen 14B16.96#844
3DeepSeek R1 Distill Qwen 32B16.52#655
4Llama-3.1-SuperNova-Lite13.91#730
5Llama 3.1 8B Instruct11.74#1035
6Qwen 2.5 14B Instruct11.74#647
7merlinite-7B10.43#1232
8Qwen 2.5 7B Instruct9.13#862
9Mixtral 8x7B Instruct (v0.1)8.7#1073
10Llama 3.1 Nemotron 70B Instruct8.7#554
11SuperNova-Medius8.7#479
12Llama 3 8B Instruct8.26#1129
13DeepSeek R1 Distill Llama 8B8.26#1291
14Llama 3 70B8.26#631
15internlm2-chat-20B8.26#999

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=open-cot-lsat-analytical-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.