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Llama 3.2 3B

Meta's 3B workhorse: 1.5M downloads, 128K context.

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About

Llama-3.2-3B-Instruct is Meta's small-model workhorse (September 2024): 3B parameters, 128K-token context, 8 languages, tool use — with 1.5M Hugging Face downloads making it one of the most-deployed small models ever. Weights are gated (manual approval) under the Llama 3.2 Community License — custom, non-OSI: "open weights", never "open source". Ideal for on-device, edge, and cost-sensitive inference where a 3B model suffices; 3B capacity limits complex reasoning, and Llama 4 generations supersede it.

Specs

Context window

128K tokens

Pricing

Self-host: free within the Llama 3.2 Community License terms. Hosted inference via many providers — per-token pricing varies; check live provider pages.

Free quota

No official free API; self-hosting is free.

API access

Self-host (Transformers, vLLM, Ollama, llama.cpp) after gated approval.

Weights

Open weights

Released

September 25, 2024

Benchmarks

Provider-reported (Meta, Sep 2024): strong 3B-class on MMLU, HumanEval; competitive with larger small models — provider-reported.

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

edge AIon-devicechatcost-sensitive

Trust score — 7/10

/10 trustVerified

Scored 7/10 (verified tier, metrics-v1). Evidence: HF downloads 1,468,032 (peer-normalized); released 748 days ago. Manual review: Meta's 3B workhorse (1.5M dl, 128K); 3B limits reasoning; superseded by Llama 4 gens. License: Llama 3.2 Community License — custom, non-OSI; describe as 'open weights', never 'open source'.

How the trust score is built

Full methodology →
Adoption · stars/downloads, log-scaled vs peers
9.0/10
Maintenance · recency, releases, issue load
4.0/10
Openness · license + docs
7.2/10
Manual review · sanity read + red-flag check
8.0/10
  • · HF downloads 1,468,032 (peer-normalized)
  • · released 748 days ago
  • · manual review: Meta's 3B workhorse (1.5M dl, 128K); 3B limits reasoning; superseded by Llama 4 gens

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Sources