Papers
MultiCW: A Large-Scale Balanced Benchmark Dataset for Training Robust Check-Worthiness Detection Models
Martin Hyben, Sebastian Kula, Jan Cegin et al.
Logits-Based Block Pruning with Affine Transformations for Large Language Models
Zekun Hu, Yichu Xu, De-Chuan Zhan
StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs
Haohan Yuan, Sukhwa Hong, Haopeng Zhang
Blind Spot Navigation in Large Language Model Reasoning with Thought Space Explorer
Jinghan Zhang, Fengran Mo, Tharindu Cyril Weerasooriya et al.
Unlocking Large Audio-Language Models for Interactive Language Learning
Hongfu Liu, Zhouying Cui, Xiangming Gu et al.
Tailoring Memory Granularity for Multi-Hop Reasoning over Long Contexts
Peijun Qing, Xingjian Diao, Chiyu Ma et al.
Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use
Yiyang Li, Zehong Wang, Zhengqing Yuan et al.
Beyond Coherence: Improving Temporal Consistency and Interpretability in Dynamic Topic Models
Thanh Vinh Nguyen, Ngo Van Dong, Minh Chu Xuan et al.
LitE-SQL: A Lightweight and Efficient Text-to-SQL Framework with Vector-based Schema Linking and Execution-Guided Self-Correction
Shengmin Piao, Jieun Lee, Sanghyun Park
ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization
Sunzhu Li, Zhiyu Lin, Jiale Zhao et al.
Conformal Feedback Alignment: Quantifying Answer-Level Reliability for Robust LLM Alignment
Tiejin Chen, Xiaoou Liu, Vishnu Nandam et al.
AutoAnoEval: Semantic-Aware Model Selection via Tree-Guided LLM Reasoning for Tabular Anomaly Detection
Suhee Yoon, Sanghyu Yoon, Ye Seul Sim et al.
Harnessing Consistency for Robust Test-Time LLM Ensemble
Zhichen Zeng, Qi Yu, Xiao Lin et al.
DWA-KD: Dual-Space Weighting and Time-Warped Alignment for Cross-Tokenizer Knowledge Distillation
Duc Trung Vu, Pham Khanh Chi, Dat Phi Van et al.
Diffusion Language Model Inference with Monte Carlo Tree Search
Zheng Huang, Kiran Ramnath, Yueyan Chen et al.
AfriMMT-EA: Multi-domain Machine Translation for Low-Resource East African Languages
Naome A Etori, Kelechi Ezema, Nathaniel Romney Robinson et al.
Reasoning about Uncertainty: Do Reasoning Models Know When They Don’t Know?
Zhiting Mei, Christina Zhang, Tenny Yin et al.
DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards
Aaryaman Kartha, Ahmed Masry, Mohammed Saidul Islam et al.
DS2-Instruct: Domain-Specific Data Synthesis for Large Language Models Instruction Tuning
Ruiyao Xu, Noelle I. Samia, Han Liu
Negative-Aware Diffusion Process for Temporal Knowledge Graph Extrapolation
Yanglei Gan, Peng He, Yuxiang Cai et al.
SAGE: Steerable Agentic Data Generation for Deep Search with Execution Feedback
Fangyuan Xu, Rujun Han, Yanfei Chen et al.
DRIVINGVQA: A Dataset for Interleaved Visual Chain-of-Thought in Real-World Driving Scenarios
Charles Corbière, Simon Roburin, Syrielle Montariol et al.
Who You Are, What You Say: Intra- and Inter- Context Personality for Emotion Recognition in Conversation
Tazeek Bin Abdur Rakib, Lay-Ki Soon, Wern Han Lim
SIRAJ: Diverse and Efficient Red-Teaming for LLM Agents via Distilled Structured Reasoning
Kaiwen Zhou, Ahmed Elgohary, A S M Iftekhar et al.
ConVerse: Benchmarking Contextual Safety in Agent-to-Agent Conversations
Amr Gomaa, Ahmed Salem, Sahar Abdelnabi