publications

2026

1. ArXiv

   

   Peeking inside the Black-Box: Reinforcement Learning for Explainable and Accurate Relation Extraction

   Xinyu Guo, Zhengliang Shi, Minglai Yang, and 2 more authors

   2026

   In Submission to ICLR

   ARXIV Bib PDF Code

   @misc{guo2025peekinginsideblackboxreinforcement,
     title = {Peeking inside the Black-Box: Reinforcement Learning for Explainable and Accurate Relation Extraction},
     author = {Guo, Xinyu and Shi, Zhengliang and Yang, Minglai and Rahimi, Mahdi and Surdeanu, Mihai},
     html_author = {<a href="https://xinnyuguo.github.io">Xinyu Guo</a>, 
                       <a href="https://shizhl.github.io">Zhengliang Shi</a>, 
                       <a href="https://ymingl.com">Minglai Yang</a>, 
                       <a href="https://surdeanu.cs.arizona.edu/mihai/">Mihai Surdeanu</a>},
     year = {2026},
     note = {In Submission to ICLR},
     eprint = {2510.06198},
     archiveprefix = {arXiv},
     primaryclass = {cs.CL},
   }

2025

1. ArXiv

   

   AlignSAE: Concept-Aligned Sparse Autoencoders

   Minglai Yang, Xinyu Guo, Mihai Surdeanu, and 1 more author

   2025

   ARXIV
2. Preprints

   

   Deep Research: A Systematic Survey

   Zhengliang Shi, Yiqun Chen, Haitao Li, and 23 more authors

   Preprints, Nov 2025

   DOI ARXIV
3. VLDB2025

   

   QUEST: Query Optimization in Unstructured Document Analysis

   Zhaoze Sun, Qiyan Deng, Chengliang Chai, and 6 more authors

   Nov 2025

   ARXIV