MODEL PROFILE

Mica-v0.5-4B

sky7350 · Mica-v0.5-4B

Looking forward to v1.0? A small donation on Ko-fi would mean a lot. I'm just a broke student, and I need your help. **Mica is a 4B model that answers your questions about an input with a probability for every answer you allow.** Give it a state (a log, a trace, a document, JSON — up to 32k tokens), one or more questions, and the allowed answers. It reads the input once and returns a calibrated distribution. It never writes free text, so there is nothing to parse and the answer is always one of yours. Use it where you now call a large model just to get a yes/no or a label: guardrails, RAG checks, agent gates, routing, triage, evaluation.

Text analysislicense:apache-2.0
Context windowNot disclosed
Input → OutputText → Text
Model weightsNot verified
Profile updated2026/11/2 19:16:55
OVERVIEW

Model overview

Looking forward to v1.0? A small donation on Ko-fi would mean a lot. I'm just a broke student, and I need your help. **Mica is a 4B model that answers your questions about an input with a probability for every answer you allow.** Give it a state (a log, a trace, a document, JSON — up to 32k tokens), one or more questions, and the allowed answers. It reads the input once and returns a calibrated distribution. It never writes free text, so there is nothing to parse and the answer is always one of yours. Use it where you now call a large model just to get a yes/no or a label: guardrails, RAG checks, agent gates, routing, triage, evaluation.

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.

PRICING & COST

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.

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Estimate monthly base token costs

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INDEPENDENT BENCHMARKS

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。

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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。