Papers
Patches of Nonlinearity: Instruction Vectors in Large Language Models
Irina Bigoulaeva, Jonas Rohweder, Subhabrata Dutta et al.
RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents
Jize Wang, Han Wu, Zhiyuan You et al.
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation
Wei Zhou, Bolei Ma, Annemarie Friedrich et al.
Focus-dLLM: Accelerating Long-Context Diffusion LLM Inference via Confidence-Guided Context Focusing
Lingkun Long, Yushi Huang, Shihao Bai et al.
LLM-SLM Collaborative Framework of Idiomatic Expression Generation
Hui Gao, Changhao Song, Peng Zhang et al.
Beyond Noise: Characterizing Creative Potential in Unverifiable LLM Hallucinations
Yu Yan, Chunhong Zhang, Haiyu Zhao et al.
Diffusion-CAM: Faithful Visual Explanations for dMLLMs
Haomin Zuo, Yidi Li, Luoxiao Yang et al.
A Dual-Task Paradigm to Investigate Sentence Comprehension Strategies in Language Models
Rei Emura, Saku Sugawara
BhashaSutra: A Task-Centric Unified Survey of Indian NLP Datasets, Corpora, and Resources
Raghvendra Kumar, Devankar Raj, Sriparna Saha
Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation
Pingzhi Tang, Yiding Wang, Muhan Zhang
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching
Changle Qu, Sunhao Dai, Hengyi Cai et al.
Unlearners Can Lie: Evaluating and Improving Honesty in LLM Unlearning
Renjie Gu, Jiazhen Du, Yihua Zhang et al.
Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty
Jingyi Ren, Ante Wang, Yunghwei Lai et al.
LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection
Cheng Xu, Changhong Jin, Yingjie Niu et al.
DecoCal: Decoding with Calibration in Diffusion Large Language Models
Fan Xu, Huixuan Zhang, Xiaojun Wan
EvoNarrator: Modeling Scientific Evolution for Feasible Hypothesis Generation
Xiaoying Le, Pengfei Qian, Yuanzhao Zhai et al.
From Trust to Compromise: Outcome-Verified LLM Phishing Simulation and Real-Time Defense
Tulika Tewari, Nalin Asanka Gamagedara Arachchilage, Jagat Sesh Challa et al.
Exploring Layer Activation Dynamic of CoT via Knowledge Probe
Chuanxin Zhang, Jiajun Liu, Yao He et al.
Fingerprinting LLMs via Prompt Injection
Yuepeng Hu, Zhengyuan Jiang, Mengyuan Li et al.
Why Do Emotions Change? Appraisal-Guided Reasoning for Emotion–Cause Triplet Extraction in Conversations
Qiao Liang, Ying Shen, Yao Liu et al.
Cognitive Alpha Mining via LLM-Driven Code-Based Evolution
Fengyuan Liu, Yi Huang, Sichun Luo et al.
Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs
Haoyue Liu, Zhichao Wang, Yongxin Guo et al.
Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models
Jingwei Ni, Ekaterina Fadeeva, Tianyi Wu et al.
WebCoderBench: Benchmarking Web Application Generation with Comprehensive and Interpretable Evaluation Metrics
Chenxu Liu, Yingjie Fu, Wei Yang et al.