MEGA-Bench - Skill: Mathematical And Logical Reasoning: leaderboard

The "Skill: Mathematical And Logical Reasoning" subtask of MEGA-Bench. TIGER-Lab multimodal evaluation with 500+ tasks across vision-language understanding, generation, and reasoning with 44 models.

Metric: Average Score (%). Source: huggingface.co. Saturation forecast: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)59.2#123
2Claude 3.5 Sonnet (20241022)48.9#291
3Gemini 2.0 Flash (Preview)47.8#370
4Claude 3.5 Sonnet (20240620)47.7#299
5GLM-4.1V-9B (Thinking)45.7#472 (GLM-4.1V-9B)
6GPT-4o44.2#343
7InternVL3-78B43.7#352
8Gemini 1.5 Pro (002)42.6#349
9InternVL3-38B40.4#405
10InternVL2.5-78B39.4#431
11Gemma 3 27B (IT)39.2#523
12Qwen 2 VL 72B39.1#460
13InternVL3-14B38.7#505
14Gemini 1.5 Flash (002)38#583
15InternVL3-8B34.8#620

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

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-skill-mathematical-and-logical-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.