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Codesota · Benchmark · DocVQAHome/Leaderboards/DocVQA
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DocVQA.

Document question-answering benchmark where systems answer natural-language questions grounded in document images.

Paper Leaderboard
§ 01 · SOTA history

Year over year.

§ 02 · Leaderboard

Results by metric.

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Anls

Anls is the reported evaluation metric for DocVQA. 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 Anlsverifiedpapervendorcommunityunverified
RankModelTrustScoreYearLinksEdit
01Qwen3-VL-235B-A22B-Instructunverified97.12025Paper ↗Code ↗Edit result
02Qwen3-VL-235B-A22B-Thinkingunverified96.52025Paper ↗Code ↗Edit result
03Qwen2-VL 72Bunverified96.52024Paper ↗Code ↗Edit result
04Infinity-Parser2-Prounverified96.432026Paper ↗Edit result
05Qwen2.5-VL-72Bunverified96.42025Paper ↗Code ↗Edit result
06Ovis2.5-9Bunverified96.32025Paper ↗Code ↗Edit result
07Qwen3-VL-8B-Instructunverified96.12025Paper ↗Code ↗Edit result
08VideoLLaMA3 7Bunverified94.92025Paper ↗Code ↗Edit result
09MiniCPM-o 4.5-Instructunverified94.72026Paper ↗Code ↗Edit result
10Qwen2-VL 7Bunverified94.52024Paper ↗Code ↗Edit result
11Qianfan-OCRunverified92.82026Paper ↗Code ↗Edit result
12Ariaunverified92.62024Paper ↗Code ↗Edit result
13Llama 3-V (405B)unverified92.62024Paper ↗Code ↗Edit result
14ZAYA1-VL-8Bunverified92.52026Paper ↗Code ↗Edit result
15VideoLLaMA3 2Bunverified91.92025Paper ↗Code ↗Edit result
16dots.mocrunverified91.852026Paper ↗Code ↗Edit result
17Qwen2-VL-2Bunverified90.12024Paper ↗Code ↗Edit result
18LayoutLMv2 Large + QGunverified86.722020Paper ↗Code ↗Edit result
19MiniCPM-V 4.6-Thinking (16x)unverified86.72026Paper ↗Edit result
20MiniCPM-Llama3-V 2.5unverified84.82024Paper ↗Code ↗Edit result
21AIMv2 ViT-3B/14 + Llama 3.0 8Bunverified30.42024Paper ↗Code ↗Edit result
§ 04 · Submit a result

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