Papers
Defending against Indirect Prompt Injection by Instruction Detection
Tongyu Wen, Chenglong Wang, Xiyuan Yang et al.
GRPO-Guided Modality Selection Enhanced LoRA-Tuned LLMs for Multimodal Emotion Recognition
Yang Chen, Shuwan Yang, Yan Xiang et al.
OVFact: Measuring and Improving Open-Vocabulary Factuality for Long Caption Models
Monika Wysoczańska, Shyamal Buch, Anurag Arnab et al.
LC-Eval: A Bilingual Multi-Task Evaluation Benchmark for Long-Context Understanding
Sheikh Jubair, Arwa Omayrah, Amal Alshammari et al.
ReCoVeR the Target Language: Language Steering without Sacrificing Task Performance
Hannah Sterz, Fabian David Schmidt, Goran Glavaš et al.
Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation
Guangzeng Han, Weisi Liu, Xiaolei Huang
Beyond Fixed-Length Calibration for Post-Training Compression of LLMs
Jaehoon Oh, Dokwan Oh
TransBERT: A Framework for Synthetic Translation in Domain-Specific Language Modeling
Julien Knafou, Luc Mottin, Anaïs Mottaz et al.
Over-Generation and Compaction: A Prompting Strategy for Procedural Text Adaptation with Large Language Models
Hyeongsik Kim, Yanheng Xu, Chaoqun Dong et al.
Dense Retrievers Can Fail on Simple Queries: Revealing The Granularity Dilemma of Embeddings
Liyan Xu, Zhenlin Su, Mo Yu et al.
BAGELS: Benchmarking the Automated Generation and Extraction of Limitations from Scholarly Text
Ibrahim Al Azher, Miftahul Jannat Mokarrama, Zhishuai Guo et al.
ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
Hao Chen, Yukun Yan, Sen Mei et al.
IoTMigrator: LLM-driven Embedded IoT Code Migration across Different OSes for Cloud-device Integration
Yq, Kaijie Gong, Yi Gao et al.
GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning
Oussama Gabouj, Kamel Charaf, Ivan Zakazov et al.
Adaptive Preference Optimization with Uncertainty-aware Utility Anchor
Xiaobo Wang, Zixia Jia, Jiaqi Li et al.
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.