Papers
Recognizing Limits: Investigating Infeasibility in Large Language Models
Wenbo Zhang, Zihang Xu, Hengrui Cai
Conflicts in Texts: Data, Implications and Challenges
Siyi Liu, Dan Roth
Fine-Tuning Encoder-Decoder Models with Contrastive Learning for In-Context Distractor Generation
Elaf Alhazmi, Quan Z. Sheng, Wei Emma Zhang et al.
Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors
Zhengxiang Wang, Nafis Irtiza Tripto, Solha Park et al.
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations
Aryo Pradipta Gema, Chen Jin, Ahmed Abdulaal et al.
Nested Named Entity Recognition as Single-Pass Sequence Labeling
Alberto Muñoz-Ortiz, David Vilares, Caio Corro et al.
AraSafe: Benchmarking Safety in Arabic LLMs
Hamdy Mubarak, Abubakr Mohamed, Majd Hawasly
Proxy Barrier: A Hidden Repeater Layer Defense Against System Prompt Leakage and Jailbreaking
Pedro Schindler Freire Brasil Ribeiro, Iago Alves Brito, Rafael Teixeira Sousa et al.
Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State
Dongyu Zhang, Qingqing Hong, Bingxuan Hou et al.
What Has Been Lost with Synthetic Evaluation?
Alexander Gill, Abhilasha Ravichander, Ana Marasovic
FinGrAct: A Framework for FINe-GRrained Evaluation of ACTionability in Explainable Automatic Fact-Checking
Islam Eldifrawi, Shengrui Wang, Amine Trabelsi
Dub-S2ST: Textless Speech-to-Speech Translation for Seamless Dubbing
Jeongsoo Choi, Jaehun Kim, Joon Son Chung
HebID: Detecting Social Identities in Hebrew-language Political Text
Guy Mor-Lan, Naama Rivlin-Angert, Yael R. Kaplan et al.
Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation
Weitao Li, Xiangyu Zhang, Kaiming Liu et al.
LaMP-Cap: Personalized Figure Caption Generation With Multimodal Figure Profiles
Ho Yin Sam Ng, Edward Hsu, Aashish Anantha Ramakrishnan et al.
BehaviorSFT: Behavioral Token Conditioning for Health Agents Across the Proactivity Spectrum
Yubin Kim, Zhiyuan Hu, Hyewon Jeong et al.
Demystifying Multilingual Reasoning in Process Reward Modeling
Weixuan Wang, Minghao Wu, Barry Haddow et al.
Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants’ Question-Answering in Asynchronous Learning Environments
Li Siyan, Zhen Xu, Vethavikashini Chithrra Raghuram et al.
CAARMA: Class Augmentation with Adversarial Mixup Regularization
Massa Baali, Xiang Li, Hao Chen et al.
SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions
Massa Baali, Sarthak Bisht, Francisco Teixeira et al.
FIER: Fine-Grained and Efficient KV Cache Retrieval for Long-context LLM Inference
Dongwei Wang, Zijie Liu, Song Wang et al.
Data-scarce Behavior Editing of Language Models
Joykirat Singh, Subhabrata Dutta, Tanmoy Chakraborty
DivScene: Towards Open-Vocabulary Object Navigation with Large Vision Language Models in Diverse Scenes
Zhaowei Wang, Hongming Zhang, Tianqing Fang et al.
Sugar-Coated Poison: Benign Generation Unlocks Jailbreaking
Yuhang Wu, Yu-Jie Xiong, Hao Zhang et al.
Uplift-RAG: Uplift-Driven Knowledge Preference Alignment for Retrieval-Augmented Generation
Changle Qu, Sunhao Dai, Hengyi Cai et al.