Cohere model product
4B) with native-resolution image support for VQA, captioning, grounding, OCR, charts, and documents.
Updated Aug 17, 2026. Default version: North Micro Vision Instruct
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for North Micro Vision Instruct.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkCountBench | Score0.725 points | Rank07 | Participants7 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkInfoVQA | Score65.2% | Rank08 | Participants10 | Percentile22.2% | EvidenceC | Evaluated |
| BenchmarkRefCOCO-avg | Score0.732 points | Rank09 | Participants9 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkHallusion Bench | Score61.5% | Rank12 | Participants18 | Percentile35.3% | EvidenceC | Evaluated |
| BenchmarkMMMU (val) | Score32.9% | Rank13 | Participants13 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkOCRBench-V2 (en) | Score36.7% | Rank14 | Participants14 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkBLINK | Score52.7% | Rank15 | Participants15 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkCharXiv-D | Score60.0% | Rank17 | Participants17 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkDocVQA | Score92.1% | Rank18 | Participants28 | Percentile37.0% | EvidenceC | Evaluated |
| BenchmarkMMBench-V1.1 | Score68.7% | Rank19 | Participants20 | Percentile5.3% | EvidenceC | Evaluated |
| BenchmarkChartQA | Score80.8% | Rank22 | Participants26 | Percentile16.0% | EvidenceC | Evaluated |
| BenchmarkMMStar | Score51.8% | Rank23 | Participants24 | Percentile4.3% | EvidenceC | Evaluated |
| BenchmarkMulti-IF | Score37.3% | Rank23 | Participants23 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkOCRBench | Score79.2% | Rank24 | Participants24 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkRealWorldQA | Score62.2% | Rank29 | Participants29 | Percentile0.0% | EvidenceC | Evaluated |
| BenchmarkAI2D | Score77.5% | Rank31 | Participants33 | Percentile6.3% | EvidenceC | Evaluated |
| BenchmarkIFEval | Score74.9% | Rank59 | Participants67 | Percentile12.1% | EvidenceC | Evaluated |
| BenchmarkMMLU | Score50.4% | Rank100 | Participants101 | Percentile1.0% | EvidenceC | Evaluated |
| BenchmarkMMLU-Pro | Score30.7% | Rank132 | Participants134 | Percentile1.5% | EvidenceC | Evaluated |
Preference and agent-evaluation results for the default version.
The default version does not have a matching Arena result yet.
Official vendor API pricing appears first, followed by individual provider offers.
The default version has no current input or output token prices.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Provider-specific output speed and catalog latency for North Micro Vision Instruct. Runtime does not affect the capability score.
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionNorth Micro Vision Instruct | Released | LLMBoard0.0 | Parameters2.4B | ContextN/A | Max outputN/A | Open weightsNo | LicenseApache 2.0 |
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Key information about North Micro Vision and its available data.
4B) with native-resolution image support for VQA, captioning, grounding, OCR, charts, and documents. Custom 400M SigLIP 2-based vision encoder + 2B North Micro LLM backbone (Command A+ style). Multilingual and multi-image. LM context 128K; multimodal training validated to 8K. Not a reasoning/tool-calling model.
Intended for prototyping and fine-tuning.
Data as of 2026-08-17.
Common questions about North Micro Vision.
North Micro Vision's default version was released on Aug 12, 2026.
No official standard PAYG price is currently available for North Micro Vision.
North Micro Vision was created by Cohere.
A context window is not available for the default version.
No. The default version is not marked as having publicly available weights.
No provider offering is currently linked to the default version.
Nearby ranked alternatives include Gemma 3n E2B, Mistral NeMo, Llama 3.2 3B.