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# VARS: Vector-Adapted Retrieval Scoring for Personalized LLM Assistants
+[![arXiv](https://img.shields.io/badge/arXiv-2603.20939-b31b1b.svg)](https://arxiv.org/abs/2603.20939)
+[![Model](https://img.shields.io/badge/🤗_Model-pref--extractor--qwen3--0.6b-blue)](https://huggingface.co/blackhao0426/pref-extractor-qwen3-0.6b-full-sft)
+[![Dataset](https://img.shields.io/badge/🤗_Dataset-user--preference--564k-blue)](https://huggingface.co/datasets/blackhao0426/user-preference-564k)
+[![License](https://img.shields.io/badge/License-Apache_2.0-green.svg)](LICENSE)
+
> **User Preference Modeling for Conversational LLM Agents: Weak Rewards from Retrieval-Augmented Interaction**
>
> Yuren Hao, Shuhaib Mehri, ChengXiang Zhai, Dilek Hakkani-Tür