Papers
M2PO: Multi-Perspective Multi-Pair Preference Optimization for Machine Translation
Hao Wang, Linlong Xu, Heng Liu et al.
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration
Zijun Liu, Zhennan Wan, Peng Li et al.
Reinforcing Agentic Search Via Reward Density Optimization
Kun Luo, Hongjin Qian, Zheng Liu et al.
GKnow: Measuring the Entanglement of Gender Bias and Factual Gender
Leonor Veloso, Hinrich Schuetze
Self-Reflective Generation at Test Time
Jian Mu, Qixin Zhang, Zhiyong Wang et al.
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
Xiang Hu, Zhanchao Zhou, Ruiqi Liang et al.
SGT: Securing Open-Source LLMs Against Malicious Fine-tuning via Safety Guidance Trigger
Sunguk Shin, Fangzhao Wu, Byung-Jun Lee et al.
Feeling Rules in Language Models: Mapping Norms of Emotional Appropriateness Across Roles, Institutions, and Intensity
Guangrui Fan, DanDan Liu, Aznul Qalid MD Sabri et al.
Do LLMs Capture Embodied Cognition and Cultural Variation? Cross-Linguistic Evidence from Demonstratives
Yu Wang, Emmanuele Chersoni, Chu-Ren Huang
MT3: A Synergistic Multi-Task RL Framework for Specializing MLLMs in Text Image Machine Translation
Zhaopeng Feng, Yupu Liang, Shaosheng Cao et al.
VoxMind: An End-to-End Agentic Spoken Dialogue System
Tianle Liang, Yifu Chen, Shengpeng Ji et al.
PLAWBENCH: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal Practice
Yuzhen Shi, Huanghai Liu, Yiran HU et al.
ACIArena: Toward Unified Evaluation for Agent Cascading Injection
Hengyu An, Minxi Li, Jinghuai Zhang et al.
Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs
Tingchao Fu, Wenkai Wang, Fanxiao Li et al.
CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning
Biao Yi, Tiansheng Huang, Baolei Zhang et al.
Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation
Yiyang Jiang, Li Zhang, Xiao-Yong Wei et al.
A Layer-wise Analysis of Supervised Fine-Tuning
Qinghua Zhao, Xueling Gong, Xinyu Chen et al.
Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text
Zhihao Xu, Rumei Li, Jiahuan Li et al.
SPEAK: Spiking Neurons as an Entropy-Aware Tokenizer for Large Language Models
Ming Chen, Wenyao Li, Chao Liang et al.
Sparrow: Text-Anchored Window Attention with Visual-Semantic Glimpsing for Speculative Decoding in Video LLMs
Libo Zhang, Zhaoning Zhang, Hongwanyang et al.
ThinkPersona: Thinking with Persona Graphs for Faithful Individualized Role-Playing
Yichen Cai, Pei Chen, Jiayang Li et al.
DREAM: Deep Research Evaluation with Agentic Metrics
Elad Ben Avraham, ChangHao Li, Ron Dorfman et al.
EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery
Xiaoyu Xiong, Yuqi Ren, Deyi Xiong
FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph
Xiang Li, Penglei Sun, Wanyun Zhou et al.
TRACE: Traversal Retrieval-Augmented Chain of Evidence for Document Understanding
Liqi He, Zuchao Li, Hao Huang et al.