From 8f82b484b1e3f47ea436ef57f4276b5d81cc6ba0 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Tue, 24 Mar 2026 09:48:42 -0500
Subject: Update citation to arxiv (2603.20939)

---
 README.md | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

(limited to 'README.md')

diff --git a/README.md b/README.md
index 534e390..ced84ed 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
 >
 > University of Illinois at Urbana-Champaign
 >
-> [[Paper]](paper/paper.pdf)
+> [[Paper]](https://arxiv.org/abs/2603.20939) [[PDF]](paper/paper.pdf)
 
 ## Overview
 
@@ -125,10 +125,14 @@ response = llm.chat(user_id="user_001", query="Explain quicksort")
 ## Citation
 
 ```bibtex
-@article{hao2025vars,
-  title={User Preference Modeling for Conversational LLM Agents: Weak Rewards from Retrieval-Augmented Interaction},
-  author={Hao, Yuren and Mehri, Shuhaib and Zhai, ChengXiang and Hakkani-T{\"u}r, Dilek},
-  year={2025}
+@misc{hao2026userpreferencemodelingconversational,
+      title={User Preference Modeling for Conversational LLM Agents: Weak Rewards from Retrieval-Augmented Interaction},
+      author={Yuren Hao and Shuhaib Mehri and ChengXiang Zhai and Dilek Hakkani-Tür},
+      year={2026},
+      eprint={2603.20939},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2603.20939},
 }
 ```
 
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