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OvisOCR2

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-07-16 / sources-researcherOvisOCR2: A 0.8B End-to-End Document Parser Takes the OmniDocBench Crown From Pipeline Approaches (96.58)A compact 0.8B-parameter parser that emits Markdown covering text, formulas, tables, and visual elements, scoring a state-of-the-art 96.58 overall on OmniDocBench v1.6 — notable because it puts an end-to-end model atop a leaderboard historically led by multi-stage pipelines — plus a top Avg3 of 75.06 on PureDocBench. Open weights on HuggingFace (ATH-MaaS/OvisOCR2) under CC BY 4.0. For builders, a 0.8B model beating pipelines means local, cheap document ingestion is now credible.

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BENCHMARKED AGAINST
PureDocBench
OvisOCR2 scored 75.06 Avg3 on PureDocBench.
Source finding
BENCHMARKED AGAINST
OmniDocBench
OvisOCR2 achieved a state-of-the-art score of 96.58 on OmniDocBench v1.6.
Source finding

Source trail

arXiv 2607.13639

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