Papers
ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments
Gili Lior, Eliya Habba, Shahar Levy et al.
HiMATE: A Hierarchical Multi-Agent Framework for Machine Translation Evaluation
Shijie Zhang, Renhao Li, Songsheng Wang et al.
Breaking the Attention Trap in Code LLMs: A Rejection Sampling Approach to Enhance Code Execution Prediction
Xingcheng Ruan, Haoxiang Geng, Yunhui Xia et al.
ARXSA: A General Negative Feedback Control Theory in Vision-Language Models
Zeyu Zhang, Tianqi Chen, Yuki Todo
INDOORWORLD : Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment
Dekun Wu, Frederik Brudy, Bang Liu et al.
Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs
Essa Jan, Moiz Ali, Muhammad Saram Hassan et al.
Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation
Qingsong Wang, Tao Wu, Wang Lin et al.
How Reliable is Multilingual LLM-as-a-Judge?
Xiyan Fu, Wei Liu
SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models
Rui Qi, Zhibo Man, Yufeng Chen et al.
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models
Geunyeong Jeong, Juoh Sun, Seonghee Lee et al.
Equal Truth: Rumor Detection with Invariant Group Fairness
Junyi Chen, Mengjia Wu, Qian Liu et al.
Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases
Jen-tse Huang, Yuhang Yan, Linqi Liu et al.
KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA
Ranran Bu, Jian Cao, Jianqi Gao et al.
RLMEval: Evaluating Research-Level Neural Theorem Proving
Auguste Poiroux, Antoine Bosselut, Viktor Kunčak
NeLLCom-Lex: A Neural-agent Framework to Study the Interplay between Lexical Systems and Language Use
Yuqing Zhang, Ecesu Ürker, Tessa Verhoef et al.
Imagination and Contemplation: A Balanced Framework for Semantic-Augmented Multimodal Machine Translation
Zhuang Yu, Shiliang Sun, Jing Zhao et al.
Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation
Nakyung Lee, Yeongoon Kim, Minhae Oh et al.
Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing
Cunli Mao, Xiaofei Gao, Ran Song et al.
Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation
Hui Huang, Julien Velcin, Yacine Kessaci
Multilingual Generative Retrieval via Cross-lingual Semantic Compression
Yuxin Huang, Simeng Wu, Ran Song et al.
Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
Sijia Cui, Aiyao He, Shuai Xu et al.
On the Perception Bottleneck of VLMs for Chart Understanding
Junteng Liu, Weihao Zeng, Xiwen Zhang et al.
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation
Zhenglin Hua, Jinghan He, Zijun Yao et al.
ISACL: Internal State Analyzer for Copyrighted Training Data Leakage
Guangwei Zhang, Qisheng Su, Jiateng Liu et al.
Sarcasm-R1: Enhancing Sarcasm Detection through Focused Reasoning
Qi Yang, Jingjie Zeng, Liang Yang et al.