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Llama-3.2-3B-Instruct

Llama 3.2 3B Instruct is Meta's compact instruction-tuned model designed for on-device and edge inference, with strong performance for its size on reasoning and instruction following benchmarks.

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From the model card

Fields below are copied from the tags and counters on the HuggingFace repository meta-llama/Llama-3.2-3B-Instruct at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
meta-llama
Pipeline tag
text-generation
Library
Transformers
Framework tags
PyTorch
Weight formats
safetensors
License tag
llama3.2 — read the license file in the repo before relying on it
Language tags
English (en), German (de), French (fr), Italian (it), Portuguese (pt), Hindi (hi), Spanish (es), Thai (th)
Papers cited
arXiv:2204.05149, arXiv:2405.16406
Downloads (HF counter at last fetch)
1,385,210
Likes (HF counter at last fetch)
2,504
Model card
https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct

Use cases

  • On-device assistant on phones and laptops
  • Lightweight server-side inference where cost-per-token matters most
  • Instruction following in latency-sensitive APIs
  • Base model for fine-tuning narrow instruction tasks

Pros

  • 3B scale offers good quality-per-FLOP for its class
  • Llama license permits broad commercial use
  • Strong on instruction following benchmarks relative to size
  • Excellent llama.cpp and Ollama support with multiple quantizations

Cons

  • 3B capacity means weaker multi-step reasoning than 7B+ models
  • Knowledge depth limited compared to larger Llama variants
  • Context length shorter than Llama 3.1 8B
  • Hallucination rate noticeably higher than 7–8B models on factual queries

Tags

transformerssafetensorsllamatext-generationfacebookmetapytorchllama-3conversationalendefritpthiestharxiv:2204.05149arxiv:2405.16406license:llama3.2