LLMEval-Logic Base: leaderboard

LLMEval logic-reasoning leaderboard (llmeval.com) — base logic problem set; accuracy (%).

Metric: Accuracy (%). Source: llmeval.com. Saturation forecast: Not forecast. 14 models tracked.

Top models

#ModelScoreOverall rank
1Seed 2.0 Pro (Thinking)75.5#118 (Seed 2.0 Pro)
2Hy3-preview (Reasoning)75.3#157 (Hy3-preview)
3Gemini 3.1 Pro (Preview) (Thinking)74#58 (Gemini 3.1 Pro (Preview))
4Gemini 3.1 Pro (Preview) (Low)73.3#58 (Gemini 3.1 Pro (Preview))
5Kimi K2.5 (Thinking)72.9#144 (Kimi K2.5)
6Qwen 3.5 Plus (Thinking)71.3#125 (Qwen 3.5 Plus)
7Claude Opus 4.6 (Non-reasoning)69#63 (Claude Opus 4.6)
8Claude Opus 4.6 (Thinking)68.7#63 (Claude Opus 4.6)
9Seed 2.0 Pro (Non-reasoning)56.2#118 (Seed 2.0 Pro)
10Hy3-preview (Non-reasoning)51.4#157 (Hy3-preview)
11Qwen 3.5 Plus (Non-reasoning)42#125 (Qwen 3.5 Plus)
12Kimi K2.5 (Non-reasoning)37.9#144 (Kimi K2.5)

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

Interactive version: theaggregate.ai/benchmark?slug=llmeval-logic-base · How It Works · Data refreshed daily, snapshot 2026-10-20.