Papers
TwiUSD: A Benchmark Dataset and Structure-Aware LLM Framework for User Stance Detection
Fuqiang Niu, Zini Chen, Zhiyu Xie et al.
Speculative End-Turn Detector for Efficient Speech Chatbot Assistant
Hyunjong Ok, Suho Yoo, Jaeho Lee
On the Role of Discriminative Models in Generative Relation Extraction
Guozheng Li, Peng Wang, Zijie Xu et al.
Layer-Wise High-Impact Parameter Ratio Optimization in Post-Training Quantization for Large Language Models
Cuong Pham, Anh Dung Hoang, Cuong C. Nguyen et al.
Authorship Attribution in Multilingual Machine-Generated Texts
Lucio La Cava, Dominik Macko, Robert Moro et al.
OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models
Qiguang Chen, Chengyu Luan, Jiajun Wu et al.
Adversarial Metric Learning for Fine-Grained Emotion Classification
Junfan Chen, Sizhe Wu, Richong Zhang et al.
Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization
Gunjan Balde, Soumyadeep Roy, Mainack Mondal et al.
Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs
Qihua Dong, Yitian Zhang, Huimin Zeng et al.
Diagnosing and Remedying Representation Deficiencies for Deterministic Reasoning in KGQA
Gewen Liang, Mufan Xu, Kehai Chen et al.
Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory
Derong Xu, Shuochen Liu, Pengfei Luo et al.
MMErroR: A Benchmark for Erroneous Reasoning in Vision-Language Models
Yang Shi, Yifeng Xie, Minzhe Guo et al.
How Long Reasoning Chains Influence LLMs’ Judgment of Answer Factuality
Minzhu Tu, Shiyu Ni, Keping Bi
Building LLMs Like LEGO: Two-dimensional Architecture Reassembly of Large Language Models
Xingyu Wu, Yu Zhou, KC Tan
Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text
Amr Mohamed, Yang Zhang, Michalis Vazirgiannis et al.
One Persona, Many Cues, Different Results: How Sociodemographic Cues Impact LLM Personalization
Franziska Weeber, Vera Neplenbroek, Jan Batzner et al.
Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models
Ryoma Kumon, Hitomi Yanaka
TInR: Exploring Tool-Internalized Reasoning in Large Language Models
Qiancheng Xu, Yongqi Li, Fan Liu et al.
I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing
Jinghan Yu, Junhao Xiao, Chenyu Zhu et al.
Don’t Corrupt the Fact: A Trustworthy RAG Watermarking Framework based on Dual Factual Shield
Hao Huang, JiaTang Luo, Ruihua Zhou et al.
VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
Wenyi Xiao, Xinchi XU, Leilei Gan
Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning
Hamed Damirchi, Imezadelajara, Ehsan Abbasnejad et al.
HSGraphAgent: Knowledge-Graph-Guided Large Language Models for Harmonized System Code Classification
Qiang Xia, Zijian Zhang, Ao Wang et al.
When Benchmarks Leak: Inference-Time Decontamination for LLMs
Jianzhe Chai, YU Zhe, Jun Sakuma