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Llama-3.1-8B-Utilitarian-baseline
promotion/Llama-3.1-8B-Utilitarian-baseline
Llama-3.1-8B-Utilitarian-baseline is a machine learning model from promotion. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as llama3.1.
Utilitarian aggregation baseline: a fixed equal weighting of the four objectives, the natural scalarisation control for a bargaining rule.
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At a glance
- License
- llama3.1
- Model type
- llama
- Access
- Public
- Created
- Aug 30, 2026
- Updated
- Aug 30, 2026
- SHA
- f9080f47
Base models
Model card
From the Hugging Face model README
Llama-3.1-8B-Utilitarian-baseline
Utilitarian aggregation baseline: a fixed equal weighting of the four objectives, the natural scalarisation control for a bargaining rule.
Trained from meta-llama/Llama-3.1-8B-Instruct, which is also the reference policy and the
initialisation. Four objectives are scored on UltraFeedback prompts by a prompted Qwen3-32B preference
oracle, each pair queried in both presentation orders and swap-averaged. Every arm in this release shares
one pair set, one optimizer and a 300-step budget, and differs only in how the objectives are aggregated.
Held-out surplus over the reference on the 657-prompt panel (population scale):
| objective | surplus |
|---|---|
| instruction following | -0.0639 |
| truthfulness | -0.0765 |
| honesty | -0.0705 |
| helpfulness | +0.0268 |
| minimum | -0.0765 |
For comparison, the bargaining solution reaches a minimum of +0.0391 on the same panel:
promotion/Llama-3.1-8B-NBPO-600step.
Generations for every arm are at
promotion/nbpo-benchmark-generations.
Built with Llama. Use is subject to the Llama 3.1 Community License.
- Type
- llama
- License
- llama3.1
- Created
- Aug 30, 2026
- Updated
- Aug 30, 2026