Papers
Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization
Xu Chu, Guanyu Wang, Zhijie Tan et al.
Analytical FFN-to-MoE Restructuring via Activation Pattern Analysis
Zehua Pei, Hui-Ling Zhen, Lancheng Zou et al.
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following
Qingyu Ren, Qianyu He, Powei Chang et al.
D2Plan: Dual-Agent Dynamic Global Planning for Complex Retrieval-Augmented Reasoning
Kangcheng Luo, Tinglang Wu, Yansong Feng
Interpretable Safety Alignment via SAE-Constructed Low-Rank Subspace Adaptation
Dianyun Wang, Qingsen Ma, Yuhu Shang et al.
Instruction Data Selection via Answer Divergence
Bo Li, Mingda Wang, Shikun Zhang et al.
RADO: Reasoning Audit-Driven Optimization for Rigorous Reasoning in High-Stakes Domains
Zhijie Tan, Xu Chu, Guanyu Wang et al.
Multi-Granularity Semantic Revision for Large Language Model Distillation
Xiaoyu Liu, Yun Zhang, Wei Li et al.
Timely Machine: Awareness of Time Makes Test-Time Scaling Agentic
Yichuan Ma, Linyang Li, Yongkang Chen et al.
Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models
Yang Liu, Hongming Li, Melissa Xiaohui Qin et al.
AFT-Tab: Adversarial Fine-Tuning for Tabular Data Synthesis with Long Text Columns
Yuhao Zhang, Liang Yan, Shaoming Duan et al.
Open Schrödinger’s Closed Box: Identifying Retrieval Augmented Generation in API-Accessible Large Language Model Services
Yukun Jiang, Xinyue Shen, Michael Backes et al.
Efficient Low-Resource Language Adaptation via Multi-Source Dynamic Logit Fusion
Chen Zhang, Jiuheng Lin, Zhiyuan Liao et al.
G2RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance
Yongxin Guo, Wenbo Deng, Zhenglin Cheng et al.
Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation
Yanzhi Tian, Cunxiang Wang, Zeming Liu et al.
Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding
Sensen Gao, Shanshan Zhao, Xu Jiang et al.
Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency
Haoming Xu, Ningyuan Zhao, Yunzhi Yao et al.
REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control
Chuyi Kong, Wei Gao, Jing Ma et al.
CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation
Sizhe Wang, Zhengren Wang, Dongsheng Ma et al.
Thermometer of Thoughts: Enhancing LLM’s Exploration via Attention Temperature Modulation
Zhiyuan Yu, Shijian Xiao, Cam-Tu Nguyen et al.
Deliberative Searcher: Improving LLM Reliability via Reinforcement Learning with Constraints
Zhenyun Yin, Shujie Wang, Xuhong Wang et al.
EventWeave: A Dynamic Framework for Capturing Core and Supporting Events in Dialogue Systems
Zhengyi Zhao, Shubo Zhang, Yiming Du et al.
Between a Rock and a Hard Place: The Tension Between Ethical Reasoning and Safety Alignment in LLMs
Shei Pern Chua, Zhen Leng Thai, Kai Jun Teh et al.
Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning
Bo Li, Mingda Wang, Gexiang Fang et al.
Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods
Chenfei Liao, Wensong Wang, Zichen Wen et al.