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Codesota · Benchmark · MMStarHome/Leaderboards/MMStar
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MMStar.

Vision-indispensable multimodal benchmark filtering text-solvable questions

Paper Leaderboard
§ 01 · SOTA history

Year over year.

§ 02 · Leaderboard

Results by metric.

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Accuracy

Accuracy is the reported evaluation metric for MMStar. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for Accuracyverifiedpapervendorcommunityunverified
RankModelTrustScoreYearLinksEdit
01Qwen3.5-397B-A17Bunverified83.82026Paper ↗Code ↗Edit result
02Qwen3.5-122B-A10Bunverified82.92026Paper ↗Code ↗Source ↗Edit result
03Qwen3.5-35B-A3Bunverified81.92026Paper ↗Code ↗Source ↗Edit result
04Qwen3.6-27Bunverified81.42026Paper ↗Code ↗Edit result
05Qwen3.5-27Bunverified812026Paper ↗Code ↗Source ↗Edit result
06SenseNova-U1-A3B-MoTunverified80.922026Paper ↗Code ↗Edit result
07Qwen3.6-35B-A3Bunverified80.72026Paper ↗Code ↗Edit result
08Qwen3.5-Omni-Plusunverified79.42026Paper ↗Edit result
09Qwen3-VL-235B-A22B-Thinkingunverified78.72025Paper ↗Code ↗Edit result
10Qwen3-VL-235B-A22B-Instructunverified78.42025Paper ↗Code ↗Edit result
11MiniCPM-o 4.5-Instructunverified73.12026Paper ↗Code ↗Edit result
12Ovis2.5-9Bunverified72.42025Paper ↗Code ↗Edit result
13Qwen3-VL-8B-Instructunverified70.92025Paper ↗Code ↗Edit result
14Qwen2.5-VL-72Bunverified70.82025Paper ↗Code ↗Edit result
15Kimi-VL-A3B-Thinking-2506unverified70.42025Paper ↗Code ↗Edit result
16Infinity-Parser2-Prounverified69.662026Paper ↗Edit result
17MiniCPM-V 4.6-Thinking (16x)unverified68.52026Paper ↗Edit result
18Qwen2-VL 72Bunverified68.32024Paper ↗Code ↗Edit result
19Kimi-VL-A3B-Instructunverified61.32025Paper ↗Code ↗Edit result
20Qwen2-VL 7Bunverified60.72024Paper ↗Code ↗Edit result
21Qwen2-VL-2Bunverified482024Paper ↗Code ↗Edit result
§ 04 · Submit a result

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