Papers
Watermarking for Factuality: Guiding Vision-Language Models Toward Truth via Tri-layer Contrastive Decoding
Kyungryul Back, Seongbeom Park, Milim Kim et al.
For a Fistful of Puns: Evaluating a Puns in Multiword Expressions Identification Algorithm Without Dedicated Dataset
Julien Bezançon, Gaël Lejeune
Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement
Mengting Hu, Jianfeng Wu, Ming Jiang et al.
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
Dengyun Peng, Yuhang Zhou, Qiguang Chen et al.
LRPLAN: A Multi-Agent Collaboration of Large Language and Reasoning Models for Planning with Implicit & Explicit Constraints
T Karthikeyan, Om Dehlan, Mausam et al.
Causal-LLM: A Unified One-Shot Framework for Prompt- and Data-Driven Causal Graph Discovery
Amartya Roy, N Devharish, Shreya Ganguly et al.
Safeguarding Privacy of Retrieval Data against Membership Inference Attacks: Is This Query Too Close to Home?
Yujin Choi, Youngjoo Park, Junyoung Byun et al.
Low-Confidence Gold: Refining Low-Confidence Samples for Efficient Instruction Tuning
Hongyi Cai, Jie Li, Mohammad Mahdinur Rahman et al.
Improving Alignment in LVLMs with Debiased Self-Judgment
Sihan Yang, Chenhang Cui, Zihao Zhao et al.
Distributional Surgery for Language Model Activations
Bao Nguyen, Binh Nguyen, Duy Nguyen et al.
Enhancing Recommendation Explanations through User-Centric Refinement
Jingsen Zhang, Zihang Tian, Xueyang Feng et al.
Rethinking DPO: The Role of Rejected Responses in Preference Misalignment
Jae Hyeon Cho, JunHyeok Oh, Myunsoo Kim et al.
VLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training
Zhanpeng Chen, Chengjin Xu, Yiyan Qi et al.
A Group Fairness Lens for Large Language Models
Guanqun Bi, Yuqiang Xie, Lei Shen et al.
cAST: Enhancing Code Retrieval-Augmented Generation with Structural Chunking via Abstract Syntax Tree
Yilin Zhang, Xinran Zhao, Zora Zhiruo Wang et al.
More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression
Jiebin Zhang, Dawei Zhu, Yifan Song et al.
GDLLM: A Global Distance-aware Modeling Approach Based on Large Language Models for Event Temporal Relation Extraction
Jie Zhao, Wanting Ning, Yuxiao Fei et al.
ASD-iLLM:An Intervention Large Language Model for Autistic Children based on Real Clinical Dialogue Intervention Dataset
Shuzhong Lai, Chenxi Li, Junhong Lai et al.
DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs
Xiabin Zhou, Wenbin Wang, Minyan Zeng et al.
Enhancing SQL Table Acquisition with Reverse Engineering for Text-to-SQL
Shixin Liu, Haoyu Xu, Yu Hong
InteractSpeech: A Speech Dialogue Interaction Corpus for Spoken Dialogue Model
Yifu Chen, Shengpeng Ji, Ziqing Wang et al.
Nine Ways to Break Copyright Law and Why Our LLM Won’t: A Fair Use Aligned Generation Framework
Aakash Sen Sharma, Debdeep Sanyal, Priyansh Srivastava et al.
COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixing
Rajvee Sheth, Himanshu Beniwal, Mayank Singh
REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support
Jianwen Luo, Yu Hong, Shuai Yang et al.
Enhancing Attributed Question Answering using Tailored Progressive Curriculum Learning
Yuhan Chen, Bowei Zou, Yifan Fan et al.