OCR models / Alibaba (Ovis)

Ovis2.6 30B-A3B

Alibaba (Ovis) · released 2026-02-12 · data checked 2026-11-06

Ovis2.6 30B-A3B is a 31.4B-parameter general vision-language model from Alibaba (Ovis) (CN), released 2026-02-12 under the Apache-2.0 license. It scores 93.70 on OmniDocBench v1.6 (#17 of 33). It needs about 63.8 GB of memory at 16-bit.

A general vision-language model, not an OCR specialist; listed for comparison.

OmniDocBench v1.6
93.70
#17 of 33 models
olmOCR-Bench
—
Not reported
Parameters
31.4B
3B active · Mixture-of-Experts
Memory to run
~63.8 GB
16-bit weights plus about 1 GB

Benchmarks

OmniDocBench v1.6 Leaderboard93.70
Best: OXR 1.0 97.03

The tick marks the best score on each benchmark. See how to read the ranking.

Specifications

Lab
Alibaba (Ovis) (CN)
Type
General vision-language model
Total parameters
31.4B
Active parameters
3B
License
Apache-2.0
Memory to run
~63.8 GB at 16-bit
Released
2026-02-12

Closest alternatives

Sources

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