Open LMM Reasoning - LogicVista - numerical: leaderboard

The "LogicVista - numerical" subtask of Open LMM Reasoning. A task from the Open LMM Reasoning leaderboard, which evaluates large multimodal models on multi-step visual, mathematical and logical reasoning problems.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 83 models tracked.

Top models

#ModelScoreOverall rank
1Doubao-1.5-Pro91.6#287
2GPT-4o ChatGPT90.5
3GPT-4.1 (2025-04-14)88.4#250
4GPT-4.1 Mini87.4#355
5Claude 3.5 Sonnet (20241022)87.4#291
6QVQ-72B-Preview84.2#440
7InternVL3-38B77.9#405
8Claude 3.7 Sonnet77.9#249
9InternVL3-78B76.8#352
10InternVL3-14B76.8#505
11Gemini 2.0 Flash75.8#342
12Gemini 1.5 Pro (002)73.7#349
13Gemma 3 27B68.4#607
14Taichu-VLR-7B65.3#526
15Qwen 2.5 VL 7B61.1#643

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

Interactive version: theaggregate.ai/benchmark?slug=open-lmm-reasoning-logicvista-numerical · How It Works · Data refreshed daily, snapshot 2026-10-20.