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Open weightsAllen Institute for AI/10 trustVerified
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Tulu 3 8B

Fully open post-training recipe on Llama 3.1 8B: SFT, DPO, and RLVR.

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About

Allen AI's open post-training package applied to Llama 3.1 8B: supervised fine-tuning, direct preference optimization, and a new reinforcement learning method with verifiable rewards (RLVR).

The model is only half the story — the release includes the datasets, training code, and evaluation tooling, so anyone can reproduce the recipe. The paper reports it beating Llama 3.1 Instruct, Qwen 2.5, Mistral, and even GPT-4o-mini and Claude 3.5 Haiku on their evaluation suite.

Specs

Context window

128K tokens

Pricing

Free (open weights)

Free quota

None (self-host)

API access

HuggingFace, vLLM, Ollama, Together AI

Weights

Open weights

Released

Not disclosed

Benchmarks

Surpasses Llama 3.1 Instruct, Qwen 2.5, Mistral, GPT-4o-mini, and Claude 3.5 Haiku on Ai2's multi-task post-training evaluation suite (paper arXiv:2411.15124).

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

Use cases

researchagentsautomation

Trust score — 8/10

/10 trustVerified

Scored 8/10 (verified tier, metrics-v1). Evidence: Widely cited post-training reference; 5.8k+ likes on the 8B checkpoint; Recipe superseded by Tulu 3.1 but the 8B remains the standard open post-training baseline; Data, code, and training recipes fully open; base model carries the Llama 3.1 Community License. Manual review: SFT+DPO+RLVR pipeline and benchmark claims verified against the arXiv paper. License: Llama 3.1 Community License (inherited from base model).

How the trust score is built

Full methodology →
Adoption · stars/downloads, log-scaled vs peers
8.0/10
Maintenance · recency, releases, issue load
7.0/10
Openness · license + docs
9.0/10
Manual review · sanity read + red-flag check
8.0/10
  • · Widely cited post-training reference; 5.8k+ likes on the 8B checkpoint
  • · Recipe superseded by Tulu 3.1 but the 8B remains the standard open post-training baseline
  • · Data, code, and training recipes fully open; base model carries the Llama 3.1 Community License
  • · manual review: SFT+DPO+RLVR pipeline and benchmark claims verified against the arXiv paper

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