Papers
Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects
Verena Blaschke, Miriam Winkler, Barbara Plank
QuantileMark: A Message-Symmetric Multi-bit Watermark for LLMs
Junlin Zhu, Baizhou Huang, Xiaojun Wan
In-depth Research Impact Summarization through Fine-Grained Temporal Citation Analysis
Hiba Arnaout, Noy Sternlicht, Tom Hope et al.
Diff4TST: Masked Diffusion Language Model for Text Style Transfer
Xinchen Ma, Gaole He, Yunshi Lan et al.
Calibrating Inference Time Alignment with Sequence-level Risk Accumulation
Shanwen Tan, Ziyang Dong, Wei Ju et al.
From "Aha Moments" to Controllable Thinking: Toward Meta-Cognitive Reasoning in LRMs via Decoupled Reasoning and Control
Rui Ha, Rui Pu, Chaozhuo Li et al.
Text2Tabular – Reconstructing Tabular Research Data from Scientific Publications
Jonas Gottal, Florian Matthes
Don’t Be Misled by Style: A Style-Adaptive Reranker for Capturing Effective Knowledge in Retrieval-Augmented Generation
Ruwen Zhang, Bo Liu, Zhang Sheng Xiang et al.
Visually-Guided Policy Optimization for Multimodal Reasoning
Zengbin Wang, Feng Xiong, Liang Lin et al.
Faithful Serum: Mitigating the Faithfulness Gap in Textual Explanations of LLM Decisions via Attribution Guidance
Bar Alon, Itamar Zimerman, Lior Wolf
DeReA: Improving Idiom Translation with Detect-Retrieve-Arbitrate Reasoning
Rongqing Jiang, Xuebo Liu, Shengxin Liu et al.
Efficient Self-Evaluation for Diffusion Language Models via Sequence Regeneration
Linhao Zhong, Linyu Wu, Wen Wang et al.
Integrating Data Validation with Large Language Models for Regulation-Guided Tabular Anomaly Detection
Haoliang Huang, Zihuang Cai, Zhuo Tang et al.
Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search
Wentao Shi, Zichun Yu, Fuli Feng et al.
StealthGraph: Exposing Domain-Specific Risks in LLMs through Knowledge-Graph-Guided Harmful Prompt Generation
Huawei Zheng, Xinqi Jiang, Sen Yang et al.
ContextLens: Modeling Imperfect Privacy and Safety Context for Legal Compliance
Haoran Li, Yulin Chen, Huihao Jing et al.
What’s Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews
Fanxiao Li, Jiaying Wu, Tingchao Fu et al.
TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs
Ziyi Wang, Chen Zhang, Wenjun Peng et al.
LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
I-Fan Lin, Faegheh Hasibi, Suzan Verberne
SCOUT: Selective Coupling via Optimal Unbalanced Transport for Interpretable Text Classification
Junhao Jia, Hanwen Zheng, Yueyi Wu et al.
Annotating Dimensions of Social Perception in Text: A Sentence-Level Dataset of Warmth and Competence
Mutaz Ayesh, Saif M. Mohammad, Nedjma Ousidhoum
FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents
Chiwei Zhu, Benfeng Xu, Mingxuan Du et al.
UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
Yifan Ji, Zhipeng Xu, Zhenghao Liu et al.
Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
Hao Mi, Qiang Sheng, Shaofei Wang et al.
UniSpec: Training-Free Speculative Decoding for Robust LLM Acceleration Across Languages and Hardware
Truong Dinh Do, Nguyen-Khang Le, Le-Minh Nguyen