Papers
InsideOut: Measuring and Mitigating Insider–Outsider Bias in Interview Script Generation
Yixin Wan, Xingrun Chen, Kai-Wei Chang
LegalChainReasoner: Grounding Criminal Judicial Opinion Generation via Structured Legal Chains
Weizhe Shi, Qiqi Wang, Yihong Pan et al.
IF-RewardBench: Benchmarking Judge Models for Instruction-Following Evaluation
Bosi Wen, Yilin Niu, Cunxiang Wang et al.
DEBAR: Mitigating Contextual Bias in Cross-Document Relation Extraction via Dual-Stream Decoupling
Zhixuan Yang, Fu Zhang, Huangming Xu et al.
ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering
Xiaoke Guo, Songze Li, Zhiqiang Liu et al.
Gradient-Guided Multi-Judge Prompt Optimization
ChenZhuo Zhao, Xinda Wang, Pu Zhao et al.
LaoBench: A Large-Scale Multidimensional Lao Benchmark for Large Language Models
Jian Gao, Richeng Xuan, Zhaolu Kang et al.
See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs
Yicheng Ji, Jun Zhang, Jinpeng Chen et al.
Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification
Jinhong Jeong, Junghun Park, Youngjae Yu
What Do Prosody and Text Convey? Characterizing How Meaningful Information is Distributed Across Multiple Channels
Aditya Yadavalli, Tiago Pimentel, Tamar I Regev et al.
I²B-LPO: Latent Policy Optimization via Iterative Information Bottleneck
Huilin Deng, Hongchen Luo, Yue Zhu et al.
Safeguarding LLM Fine-tuning via Push-Pull Distributional Alignment
Haozhong Wang, Zhuo Li, Yibo Yang et al.
From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation
Zezhou Wang, Ziyun Zhang, Xiaoyi Zhang et al.
Instant Personalized Large Language Model Adaptation via Hypernetwork
Zhaoxuan Tan, Zixuan Zhang, Haoyang Wen et al.
When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning
Yang Xiang, Yixin Ji, Ruotao Xu et al.
Detoxification for LLM: From Dataset Itself
Wei Shao, Yihang Wang, Gao yu Zhu et al.
VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck
Feiran Zhang, Yixin Wu, Zhenghua Wang et al.
TED-TTS: Training-Free Intra-Utterance Emotion and Duration Control for Text-to-Speech Synthesis
Qifan Liang, Yuansen Liu, Ruixin Wei et al.
Stop Hardening Everything: A Training-Free Neuron-Level Defense for Neural Ranking Models
Yu-An Liu, Ruqing Zhang, Hongru Song et al.
SAIR-Comb : A Structure-Aware Iterative Refinement Framework for Combinatorics Autoformalization
Weijie Jiang, Gaolei He, Beibei Xiong et al.
Are they lovers or friends? Evaluating LLMs’ Social Reasoning in English and Korean Dialogues
Eunsu Kim, Junyeong Park, Juhyun Oh et al.
Experience Retrieval-Augmentation with Electronic Health Records Enables Accurate Discharge QA
Justice Ou, Tinglin Huang, Yilun Zhao et al.
Gap-K%: Measuring Top-1 Prediction Gap for Detecting Pretraining Data
Minseo Kwak, Jaehyung Kim
Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection
Xuwei Tan, Yao Ma, Xueru Zhang
AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction
Hong Ting Tsang, Jiaxin Bai, Haoyu Huang et al.