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promotion/Qwen3-8B-HTMNPO-instruction-following

sourceHugging Faceapache-2.0updated 28d agoView on Hugging Face
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Qwen3-8B-HTMNPO-instruction-following

Single-objective corner: all weight on instruction following.

Trained from Qwen3-8B, which is also the reference policy and the initialisation. Qwen3 signals direct answering through an empty <think></think> block in its chat template, and the training pipeline additionally needs the generation prompt to be a strict prefix of the rendered conversation. This model was trained under a template that emits the empty block unconditionally, satisfying both. Without it the model reasons aloud and most generations end mid-trace, which corrupts the preference signal. Use the tokenizer shipped here rather than the stock Qwen3-8B one.

Every arm in this release shares one pool, one optimizer and the same budget, and differs only in how the four objectives are aggregated. Held-out surplus over the reference (population scale, 100 prompts, prompted Qwen3-32B oracle, swap-averaged):

objectivesurplus
helpfulness-0.0041
truthfulness+0.0044
honesty+0.0007
instruction following+0.0020
minimum-0.0041
average+0.0007

For comparison, the bargaining solution on this panel reaches a minimum of +0.0180 and an average of +0.0408: `promotion/Qwen3-8B-NBPO`. Generations for every arm are at `promotion/nbpo-benchmark-generations`.

Released under the Qwen3 licence.