Model overview
GGUF weights for **CohereLabs/cohere-transcribe-03-2026** — Cohere's open-source 2B-parameter ASR model, #1 on the Open ASR Leaderboard (avg WER 5.42, as of March 2026). This conversion enables high-performance CPU inference via **CrispASR** — a crispasr-style C++ runtime for the Cohere Conformer-encoder / Transformer-decoder architecture. `config.json` lists 14 supported languages (`en fr de es it pt nl pl el ar ja zh vi ko`), but the tokenizer carries **all 183 ISO-639-1 ` ` tokens**. So ` ` decodes without error, and the model answers a wrong language *fluently* rather than failing — there is no runtime signal at all. The whitelist therefore has to travel with the weights: these GGUFs carry it as `cohere_transcribe.supported_languages`, and CrispASR substitutes loudly when `-l` names something outside it. For a GGUF converted before that key existed, declare it with `CRISPASR_COHERE_LANGS=en,fr,de,…`.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。