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OvisOCR2

Open-weights 0.8B end-to-end page parser post-trained from Qwen3.5-0.8B that outputs Markdown in reading order.

  • ATH-MaaS
  • Open weights
  • Released 13 Jul 2026

Official page

Where it ranks

  • S
    Documents & OCR
    Models · Local · 96 on OmniDocBench v1.6 (end-to-end, v1.6_full)

Facts

Vendor
ATH-MaaS
Family
OvisOCR
Released
13 Jul 2026
Weights
Open: download and run it yourself
License
Apache-2.0
Parameters
0.85B
GPU memory to run locally
~4 GB (Estimate, no official figure: BF16 weights ≈ 0.85 B × 2 GB + ~1.5 GB runtime overhead.)
Access
Free (open weights)
Last verified
18 Oct 2026

Price from huggingface.co, 18 Oct 2026.

Benchmark results

BenchmarkResultEntry on the leaderboardAs ofSource
OmniDocBench v1.6 (end-to-end, v1.6_full)96OvisOCR2
Overall score in the README's end-to-end table 'OmniDocBench (v1.6_full)' (last leaderboard update 2026-09-11).
11 Sep 2026github.com
ParseBench (models)40.8%OvisOCR2
Overall (mean of tables, charts, content faithfulness, semantic formatting, visual grounding) from leaderboard.csv in the ParseBench repo (last leaderboard commit 2026-10-09).
9 Oct 2026github.com

Where you can use it

No tracked tool lists this model yet; as open weights it runs in local runtimes.

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