ChLogic - English General: leaderboard

English binary logical-judgment accuracy on ChLogic’s General aligned set (3,000 items), reported in Table 2. Each model’s General score is retained separately from the other set and from Chinese or back-translated formulations. Seven native model labels are retained; unspecified checkpoint and thinking settings are not inferred.

Metric: English logical-judgment accuracy (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 14B99.13#542
2Qwen 3 32B99.07#449
3Qwen 3 8B98.4#678
4GLM-5.198.3#109
5Ministral 8B92.03#1036
6Qwen 3 0.6B78.3#1448
7Ministral 3B59.27#1273

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

Interactive version: theaggregate.ai/benchmark?slug=chlogic-english-general · How It Works · Data refreshed daily, snapshot 2026-11-05.