Papers
Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization
Tian Xueyun, MingHua Ma, Bingbing Xu et al.
Calibrated Speculative Decoding: Frequency-Guided Candidate Selection for Efficient Inference
Zhouxuwen, Fangxin Liu, Chao Wang et al.
Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula
Zhihao Shuai, Yiyun Chen, Maolin Ma et al.
Culture-Aware Machine Translation in Large Language Models: Benchmarking and Investigation
Zekun Yuan, Yangfan Ye, Xiaocheng Feng et al.
TOWER+: Bridging Generality and Translation Specialization in Multilingual LLMs
Ricardo Rei, Nuno M Guerreiro, José Pombal et al.
LLMs (Almost) Never Abstain Under Medical Uncertainty
Alessio Cocchieri, Luca Ragazzi, Giuseppe Tagliavini et al.
GLIER: Generative Legal Inference and Evidence Ranking for Legal Case Retrieval
Minghan Li, Tianrui Lv, Chao Zhang et al.
DEFT: Demystifying VLN Failures via a Unified Dual-View Explainability Framework for LLM-based Agents
Yawen Wang, Yihan Dai, Jianming Chen et al.
Modal Dependency Parsing as Structured Prediction over Source-Cue Scope
Jayeol Chun, Nianwen Xue
Temporal Evidence Chain for Temporal Knowledge Graph Question Answering with Large Language Models
Shihao Liu, Xiaofei Zhou, Bo Wang et al.
Detecting What Queries Seek: Steering LLM Safety with FFN Output Activation Monitoring
Xiaohao Luo, Ying Wei, Rui Zhao
EGSS: Entropy-guided Stepwise Scaling for Reliable Software Engineering
Chenhui Mao, Yuanting Lei, Zhixiang Wei et al.
CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts
Jiuheng Lin, Cong Jiang, Zirui Wu et al.
Whose Facts Win? LLM Source Preferences under Knowledge Conflicts
Jakob Schuster, Vagrant Gautam, Katja Markert
Zero-shot Jianzi Recognition as Structured Visual Information Extraction in Open Compositional Symbolic Systems
Zehan Li, Fu Zhang, Zhijun Liu et al.
Mitigating Structural Knowledge Collapse in Domain-Specific LLMs via Morpheme-Aware KV-Aggregation
Yuxuan Si, Zheqi Lv, Chengxi Zang et al.
SILO-BENCH: A Scalable Environment for Evaluating Distributed Coordination in Multi-Agent LLM Systems
Yuzhe Zhang, Feiran Liu, Yi Shan et al.
LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction
Donghyun Kim, Hyeongjun Yang, Seokju Hwang et al.
Think before Go: Hierarchical Reasoning for Image-goal Navigation
Pengna Li, Kangyi Wu, Shaoqing Xu et al.
Interleaved Latent Visual Reasoning with Selective Perceptual Modeling
Shuai Dong, Siyuan Wang, Xingyu Liu et al.
Persona-E²: A Human-Grounded Dataset for Personality-Shaped Emotional Responses to Textual Events
Yuqin Yang, Haowu Zhou, Haoran Tu et al.
MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation
Dawei Wang, Di Zhao, Xinyuan Liu et al.
TLoRA: Task-aware Low Rank Adaptation of Large Language Models
Weicheng Lin, Yi Zhang, Jiawei Dang et al.
Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
Xiang Cheng, Yulan Hu, Xiangwen Zhang et al.
LLMs in Sarcasm Detection? It’s elementary! (Or is it?)
Priyanshu Mahato, Aniket Santosh Mishra, Kripabandhu Ghosh