OpenVLM MMT-Bench - Handwritten Retrieval: leaderboard

The "Handwritten Retrieval" subtask of OpenVLM MMT-Bench. OpenCompass OpenVLM evaluation of MMT-Bench: multimodal tasks covering visual recognition, localization, OCR, counting, relation reasoning, visual math, and hallucination detection.

Metric: Score (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 207 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 1.5 Pro95#445
2GPT-4.1 (2025-04-14)90#250
3GPT-4.1 Mini75#355
4Gemini 1.5 Flash75#618
5InternVL3-78B60#352
6InternVL3-38B55#405
7Grok 2 (1212)55#496
8InternVL3-14B45#505
9GPT-4.1 Nano35#731
10InternVL3-8B35#620
11MiniCPM-V-2.635#836
12Qwen 2 VL 7B35#750
13Claude 3.5 Sonnet35#350
14Gemma 3 4B35#1089
15Claude 3.7 Sonnet30#249

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

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmt-bench-handwritten-retrieval · How It Works · Data refreshed daily, snapshot 2026-10-20.