Papers
Uncovering Factor-Level Preference to Improve Human-Model Alignment
Juhyun Oh, Eunsu Kim, Jiseon Kim et al.
Fairness in Automatic Speech Recognition Isn’t a One-Size-Fits-All
Hend ElGhazaly, Bahman Mirheidari, Heidi Christensen et al.
Culture is Everywhere: A Call for Intentionally Cultural Evaluation
Juhyun Oh, Inha Cha, Michael Saxon et al.
Knowing More, Acting Better: Hierarchical Representation for Embodied Decision-Making
Chunhui Zhang, Zhongyu Ouyang, Xingjian Diao et al.
Localizing Malicious Outputs from CodeLLM
Mayukh Borana, Junyi Liang, Sai Sathiesh Rajan et al.
The More, The Better? A Critical Study of Multimodal Context in Radiology Report Summarization
Mong Yuan Sim, Wei Emma Zhang, Xiang Dai et al.
RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios
Fei Zhao, Chengqiang Lu, Yufan Shen et al.
From KMMLU-Redux to Pro: A Professional Korean Benchmark Suite for LLM Evaluation
Seokhee Hong, Sunkyoung Kim, Guijin Son et al.
MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework
Yupeng Qi, Ziyu Lyu, Min Yang et al.
The Progress Illusion: Revisiting meta-evaluation standards of LLM evaluators
Tianruo Rose Xu, Vedant Gaur, Liu Leqi et al.
Evaluating Evaluation Metrics – The Mirage of Hallucination Detection
Atharva Kulkarni, Yuan Zhang, Joel Ruben Antony Moniz et al.
Divide, Optimize, Merge: Scalable Fine-Grained Generative Optimization for LLM Agents
Jiale Liu, Yifan Zeng, Shaokun Zhang et al.
Do BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs?
Junyan Zhang, Yiming Huang, Shuliang Liu et al.
DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL
Haoyuan Ma, Yongliang Shen, Hengwei Liu et al.
Evaluating NL2SQL via SQL2NL
Mohammadtaher Safarzadeh, Afshin Oroojlooy, Dan Roth
AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation
Wenfeng Feng, Chuzhan Hao, Yuewei Zhang et al.
Tales of Morality: Comparing Human- and LLM-Generated Moral Stories from Visual Cues
Rezvaneh Rezapour, Sullam Jeoung, Zhiwen You et al.
AraReasoner: Evaluating Reasoning-Based LLMs for Arabic NLP
Ahmed Abul Hasanaath, Aisha Alansari, Ahmed Ashraf et al.
TrapDoc: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents
Hyundong Jin, Sicheol Sung, Shinwoo Park et al.
ClusterUCB: Efficient Gradient-Based Data Selection for Targeted Fine-Tuning of LLMs
Zige Wang, Qi Zhu, Fei Mi et al.
MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding
Jingyuan Deng, Yujiu Yang
From Generic Empathy to Personalized Emotional Support: A Self-Evolution Framework for User Preference Alignment
Jing Ye, Lu Xiang, Yaping Zhang et al.
One Shot Dominance: Knowledge Poisoning Attack on Retrieval-Augmented Generation Systems
Zhiyuan Chang, Mingyang Li, Xiaojun Jia et al.
UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative Rewriting
Gun Il Kim, Jong Wook Kim, Beakcheol Jang
Lock on Target! Precision Unlearning via Directional Control
Yuntao Wen, Ruixiang Feng, Feng Guo et al.