Papers
MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation
Weihao Xuan, Rui Yang, Heli Qi et al.
POSITION BIAS MITIGATES POSITION BIAS: Mitigate Position Bias Through Inter-Position Knowledge Distillation
Yifei Wang, Feng Xiong, Yong Wang et al.
MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering
Teng Lin, Yuyu Luo, Honglin Zhang et al.
LLM Bias Detection and Mitigation through the Lens of Desired Distributions
Ingroj Shrestha, Padmini Srinivasan
Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs
Mengqi Liao, Xiangyu Xi, Chen Ruinian et al.
Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models
Weihao Xuan, Qingcheng Zeng, Heli Qi et al.
Thinking Out Loud: Do Reasoning Models Know When They’re Right?
Qingcheng Zeng, Weihao Xuan, Leyang Cui et al.
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search
Yiming Jia, Jiachen Li, Xiang Yue et al.
Personality Matters: User Traits Predict LLM Preferences in Multi-Turn Collaborative Tasks
Sarfaroz Yunusov, Kaige Chen, Kazi Nishat Anwar et al.
Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation
Haijian Ma, Daizong Liu, Xiaowen Cai et al.
LingGym: How Far Are LLMs from Thinking Like Field Linguists?
Changbing Yang, Franklin Ma, Freda Shi et al.
DRISHTIKON: A Multimodal Multilingual Benchmark for Testing Language Models’ Understanding on Indian Culture
Arijit Maji, Raghvendra Kumar, Akash Ghosh et al.
Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection
Yuhao Chen, Yuanjie Lyu, Shuochen Liu et al.
MovieCORE: COgnitive REasoning in Movies
Gueter Josmy Faure, Min-Hung Chen, Jia-Fong Yeh et al.
CondenseLM: LLMs-driven Text Dataset Condensation via Reward Matching
Cheng Shen, Yew-Soon Ong, Joey Tianyi Zhou
Skeletons Matter: Dynamic Data Augmentation for Text-to-Query
Yuchen Ji, Bo Xu, Jie Shi et al.
SAKI-RAG: Mitigating Context Fragmentation in Long-Document RAG via Sentence-level Attention Knowledge Integration
Wenyu Tao, Xiaofen Xing, Zeliang Li et al.
MCIP: Protecting MCP Safety via Model Contextual Integrity Protocol
Huihao Jing, Haoran Li, Wenbin Hu et al.
The LLM Already Knows: Estimating LLM-Perceived Question Difficulty via Hidden Representations
Yubo Zhu, Dongrui Liu, Zecheng Lin et al.
LaMP-QA: A Benchmark for Personalized Long-form Question Answering
Alireza Salemi, Hamed Zamani
VC4VG: Optimizing Video Captions for Text-to-Video Generation
Yang Du, Zhuoran Lin, Kaiqiang Song et al.
DatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation
Ziming You, Yumiao Zhang, Dexuan Xu et al.
Weight-Aware Activation Sparsity with Constrained Bayesian Optimization Scheduling for Large Language Models
Ming Wang, Miao Zhang, Xuebo Liu et al.
Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction
George Arthur Baker, Mario Sanz-Guerrero, Katharina von der Wense
SEA: Supervised Embedding Alignment for Token-Level Visual-Textual Integration in MLLMs
Yuanyang Yin, Yaqi Zhao, Yajie Zhang et al.