OmniDocBench
We show this table for reference; we do not rank on it.
A document-understanding benchmark for parsing and reasoning over complex document layouts.
Benchmark score on OmniDocBench — October 29, 2026
We compile the OmniDocBench rows from provider self-reports. Kimi K3 leads the table at 91.1%. We do not use these results to rank models overall.
1 modelMultimodal & GroundedCurrentDisplay onlyUpdated October 29, 2026
Benchmark score table (1 model)
| Rank | Model / configuration | Score | Parameters (B) | Open / closed |
|---|---|---|---|---|
| 1 | Kimi K3Moonshot AI | 91.1% | Not reported | Open |
About OmniDocBench
Year
2026
Tasks
Complex document-understanding tasks
Format
Document-understanding score
Difficulty
Grounded document reasoning
The Kimi K3 launch table labels this row OmniDocBench without a version. BenchLM keeps it separate from the versioned OmniDocBench 1.5 key.
Freshness and provenance
Version
OmniDocBench 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does OmniDocBench measure?
A document-understanding benchmark for parsing and reasoning over complex document layouts.
Which model scores highest on OmniDocBench?
Kimi K3 by Moonshot AI currently leads with a score of 91.1% on OmniDocBench.
How many models are evaluated on OmniDocBench?
1 AI models have published results on OmniDocBench in the BenchLM catalog.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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