Codesota · Benchmark · RealWorldQAHome/Leaderboards/Multimodal Media/Visual Question Answering/RealWorldQA
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RealWorldQA.

Real-world image question-answering benchmark used in multimodal model reports to test practical visual understanding.

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 RealWorldQA. 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

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

RankModelTrustScoreYearLinksFix
01Qwen3.6-35B-A3Bunverified85.32026Paper ↗Code ↗Looks wrong?
02Qwen3.5-122B-A10Bunverified85.12026Paper ↗Code ↗Source ↗Looks wrong?
03Qwen3.6-27Bunverified84.12026Paper ↗Code ↗Looks wrong?
04Qwen3.5-Omni-Plusunverified84.12026Paper ↗Looks wrong?
05Qwen3.5-35B-A3Bunverified84.12026Paper ↗Code ↗Source ↗Looks wrong?
06Qwen3.5-397B-A17Bunverified83.92026Paper ↗Code ↗Looks wrong?
07Qwen3.5-27Bunverified83.72026Paper ↗Code ↗Source ↗Looks wrong?
08Qwen3-VL-235B-A22B-Thinkingunverified81.32025Paper ↗Code ↗Looks wrong?
09Qwen3-VL-235B-A22B-Instructunverified79.22025Paper ↗Code ↗Looks wrong?
10Qwen2-VL 72Bunverified77.82024Paper ↗Code ↗Looks wrong?
11LongCat-Flash-Omniunverified762025Paper ↗Code ↗Looks wrong?
12Qwen2.5-VL-72Bunverified75.72025Paper ↗Code ↗Looks wrong?
13VideoLLaMA3 7Bunverified72.72025Paper ↗Code ↗Looks wrong?
14Qwen3-VL-8B-Instructunverified71.52025Paper ↗Code ↗Looks wrong?
15Qwen2-VL 7Bunverified70.12024Paper ↗Code ↗Looks wrong?
16Kimi-VL-A3B-Thinking-2506unverified702025Paper ↗Code ↗Looks wrong?
17BLIP3-o (8B)unverified692025Paper ↗Code ↗Looks wrong?
18Grok-1.5Vunverified68.72024Paper ↗Looks wrong?
19Kimi-VL-A3B-Instructunverified68.12025Paper ↗Code ↗Looks wrong?
20VideoLLaMA3 2Bunverified67.32025Paper ↗Code ↗Looks wrong?
21ZAYA1-VL-8Bunverified652026Paper ↗Code ↗Looks wrong?
22MiniCPM-Llama3-V 2.5unverified63.52024Paper ↗Code ↗Looks wrong?
23Qwen2-VL-2Bunverified62.92024Paper ↗Code ↗Looks wrong?
§ 04 · Submit a result

Add to the leaderboard.

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