Open CoT - LSAT Logical Reasoning: leaderboard

The "LSAT Logical 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
1Yi 1.5 34B Chat24.71#800
2Command-R+ (08-2024)23.73#821
3Llama 3 70B Instruct22.75#634
4internlm2-chat-20B22.35#999
5Llama 3.1 Nemotron 70B Instruct21.96#554
6Llama 3.1 8B Instruct20.78#1035
7DBRX20.59#1045
8Llama-3.1-SuperNova-Lite20.59#730
9DeepSeek R1 Distill Qwen 32B20.39#655
10NeuralLLaMa-3-8B-ORPO-v0.320.2#1174
11Llama 3.1 70B Instruct20#561
12NeuralLLaMa-3-8B-DT-v0.119.61#923
13Qwen 2.5 7B Instruct19.22#862
14Llama 3 8B Instruct19.22#1129
15Ministral-8B-Instruct-241018.63#1094

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-logical-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.