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mzio/aprm-sft-tau2-retail
aprm-sft-tau2-retail is a machine learning model from mzio. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
LoRA adapters (r8a16, base Qwen/Qwen3-4B-Instruct-2507) from Act-PRM supervised fine-tuning on tau2-bench retail. Variants: actionsonly (baseline), expertthoughts (oracle), thoughts{policy,base}[last] (Act-PRM inferre…
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Updated Aug 31, 2026
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From the Hugging Face model README
LoRA adapters (r8_a16, base Qwen/Qwen3-4B-Instruct-2507) from Act-PRM supervised fine-tuning on tau2-bench retail. Variants: actions_only (baseline), expert_thoughts (oracle), thoughts_{policy,base}[_last] (Act-PRM inferred thoughts), each in hide-observations and full-context regimes. Adapters live under retail/<variant_regime>/.
| variant_regime | action-only PPL | action-acc |
|---|---|---|
| expert_thoughts_lr1e_3_adamw_nb100_heldout | 1.663 | 0.846 |
| expert_thoughts_lr1e_3_adamw_nb100_heldout | 1.663 | 0.846 |
See the project for methodology (Act-PRM: infer latent thoughts behind action-only demos via offline EM).