Papers
Two Streams, One Sarcasm: Orthogonal Expert Tuning for Holistic Multimodal Sarcasm Understanding
Diandian Guo, Cong Cao, Fangfang Yuan et al.
Hierarchical Reinforcement Learning with Augmented Step-Level Transitions for LLM Agents
Shuai Zhen, Yanhua Yu, Ruopei Guo et al.
HoWToBench: Holistic Evaluation for LLM’s Capability in Human-level Writing using Tree of Writing
Andrew Zhuoer Feng, Cunxiang Wang, Yu Luo et al.
MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents
Pengxiang Zhao, Guangyi Liu, Yaozhen Liang et al.
Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models
Linhao Zhong, Linyu Wu, Bozhen Fang et al.
Metaphor Reasoning is Meta-reasoning
Qianyu He, Junting Lu, Yikai Zhang et al.
DPC: Training-Free Text-to-SQL Candidate Selection via Dual-Paradigm Consistency
Boyan Li, Ou Ocean Kun Hei, Yue Yu et al.
LAFaCT: Attribution-based Localization and Focused Sequential Analysis of Fact-Critical Tokens for Hallucination Detection
Xin Wang, Jiahao Li, Licheng Zhang et al.
Empirical Analysis of Decoding Biases in Masked Diffusion Models
Pengcheng Huang, Tianming Liu, Zhenghao Liu et al.
Don’t Click That: Teaching Web Agents to Resist Deceptive Interfaces
Yilin Zhang, Yingkai Hua, Chunyu Wei et al.
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.