Papers
ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation
Longfei Yun, Letian Peng, Jingbo Shang
FLAIRR-TS - Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series
Gunjan Jalori, Preetika Verma, Sercan O Arik
Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland
Luca Rolshoven, Vishvaksenan Rasiah, Srinanda Brügger Bose et al.
Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter
Weixiang Zhao, Xingyu Sui, Xinyang Han et al.
ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations
Ahatsham Hayat, Bilal Khan, Mohammad Rashedul Hasan
Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction
Zhexiong Liu, Diane Litman
Exploring Paraphrasing Strategies for CEFR A1-Level Constraints in LLMs
Eugenio Marzona, Maria Goikhman, Alessio Palmero Aprosio et al.
Token-Level Metrics for Detecting Incorrect Gold Annotations in Named Entity Recognition
Elena Merdjanovska, Alan Akbik
Adapting Large Language Models for Character-based Augmentative and Alternative Communication
Dylan Gaines, Keith Vertanen
LLMs Can Compensate for Deficiencies in Visual Representations
Sho Takishita, Jay Gala, Abdelrahman Mohamed et al.
Will Annotators Disagree? Identifying Subjectivity in Value-Laden Arguments
Amir Homayounirad, Enrico Liscio, Tong Wang et al.
A Survey on Multi-modal Intent Recognition: Recent Advances and New Frontiers
Zhihong Zhu, Fan Zhang, Yunyan Zhang et al.
X-LeBench: A Benchmark for Extremely Long Egocentric Video Understanding
Wenqi Zhou, Kai Cao, Hao Zheng et al.
BiasFilter: An Inference-Time Debiasing Framework for Large Language Models
Xiaoqing Cheng, Ruizhe Chen, Hongying Zan et al.
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs
Yixiao Zhou, Ziyu Zhao, Dongzhou Cheng et al.
Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents
Rui Xu, Mingyu Wang, Xintao Wang et al.
Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts
Rochana Prih Hastuti, Rian Adam Rajagede, Mansour Al Ghanim et al.
Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision
Xiaopeng Ye, Chen Xu, Chaoliang Zhang et al.
Can LLMs Be Efficient Predictors of Conversational Derailment?
Kaustubh Olpadkar, Vikram Sunil Bajaj, Leslie Barrett
BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration
Jun Hou, Le Wang, Xuan Wang
Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios
Saba Ghanbari Haez, Mauro Dragoni
Character is Destiny: Can Persona-assigned Language Models Make Personal Choices?
Rui Xu, Xintao Wang, Jiangjie Chen et al.
Real, Fake, or Manipulated? Detecting Machine-Influenced Text
Yitong Wang, Zhongping Zhang, Margherita Piana et al.
SaCa: A Highly Compatible Reinforcing Framework for Knowledge Graph Embedding via Structural Pattern Contrast
Jiashi Lin, Changhong Jiang, Yixiao Wang et al.