Open CoT - LSAT Reading Comprehension: leaderboard

The "LSAT Reading Comprehension" 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
1Llama 3.1 8B Instruct27.51#1035
2Llama 3 8B Instruct25.65#1129
3aya-expanse-32B24.54#692
4internlm2-chat-20B24.16#999
5Llama 3.1 70B Instruct23.42#561
6Daredevil-8B-abliterated23.42#846
7Ministral-8B-Instruct-241023.05#1094
8DeepSeek R1 Distill Llama 8B22.68#1291
9SOLAR-10.7B-Instruct-v1.022.3#1075
10internlm2-chat-7B21.56#1121
11DeepSeek R1 Distill Qwen 14B21.19#844
12DBRX21.19#1045
13Llama 3 70B Instruct20.82#634
14DeepSeek-R1-Distill-Qwen-7B20.82#1415
15Yi 1.5 34B Chat20.45#800

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-reading-comprehension · How It Works · Data refreshed daily, snapshot 2026-10-20.