Papers
R-GDA: Reflective Guidance Data Augmentation with Multi-Agent Feedback for Domain-Specific Named Entity Recognition
Hyeonseok Kang, Hyuk Namgoong, Goun Pyeon et al.
From Numbers to Narratives: Efficient Language Model-Based Detection for Safety-Critical Minority Classes
Ahatsham Hayat, Hunter Tridle, Mohammad Rashedul Hasan
Program-of-Thought Reveals LLM Abstraction Ceilings
Mike Zhou, Fenil Bardoliya, Vivek Gupta et al.
Beyond Sampling: Self-Sorting for Long-Context Ranking
Juseon Do, Sungwoo Han, Jingun Kwon et al.
ConRAS: Contrastive In-context Learning Framework for Retrieval-Augmented Summarization
Juseon Do, Sungwoo Han, Jingun Kwon et al.
We Are What We Repeatedly Do: Improving Long Context Instruction Following
Preston K Robinette, Andrew Hard, Swaroop Ramaswamy et al.
A Multi-Task Learning Framework for Modeling Engagement and Topic-Sensitive Responses in Arabic Women’s Discourse
Mabrouka Bessghaier, Md. Rafiul Biswas, Shimaa Ibrahim et al.
Completely Modular Fine-tuning for Dynamic Language Adaptation
Zhe Cao, Yusuke Oda, Qianying Liu et al.
What Makes a Good Query? Measuring the Impact of Human-Confusing Linguistic Features on LLM Performance
William Watson, Nicole Cho, Sumitra Ganesh et al.
Thunder-NUBench: A Benchmark for LLMs’ Sentence-Level Negation Understanding
Yeonkyoung So, Gyuseong Lee, Sungmok Jung et al.
Benchmarking the Energy Savings with Speculative Decoding Strategies
Rohit Dutta, Paramita Koley, Soham Poddar et al.
UniToolBench: A Benchmark for Tool-Augmented LLMs in Cross-Domain, Universal Task Automation
Xiaojie Guo, Yang Zhang, Bing Zhang et al.
SALT: Step-level Advantage Assignment for Long-horizon Agents via Trajectory Graph
Jiazheng Li, Yawei Wang, Qiaojing Yan et al.
Crafting Adversarial Inputs for Large Vision-Language Models Using Black-Box Optimization
Jiwei Guan, Haibo Jin, Haohan Wang
BSCodec: A Band-Split Neural Codec for High-Quality Universal Audio Reconstruction
Haoran Wang, Jiatong Shi, Jinchuan Tian et al.
Jailbreaking Safeguarded Text-to-Image Models via Large Language Models
Zhengyuan Jiang, Yuepeng Hu, Yuchen Yang et al.
Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval
Aditya Sharma, Christopher Pal, Amal Zouaq
Improving Language Identification for Code-Switched Speech: The Pivotal Role of Accented English
Adyasha Patra, Dhiraj Kumar Sah, Preethi Jyothi
Pretraining Language Models for Diachronic Linguistic Change Discovery
Elisabeth Fittschen, Sabrina Xin Li, Tom Lippincott et al.
SpARK: An Embarrassingly Simple Sparse Watermarking in LLMs with Enhanced Text Quality
Duy Cao Hoang, Thanh Quoc Hung Le, Rui Chu et al.
Linguistic Cues for LLM-based Implicit Discourse Relation Classification
Yi Fan, Michael Strube, Wei Liu
Toward Safe and Human-Aligned Game Conversational Recommendation via Multi-Agent Decomposition
Zheng Hui, Xiaokai Wei, Yexi Jiang et al.
PEAR: Planner-Executor Agent Robustness Benchmark
Shen Dong, Mingxuan Zhang, Pengfei He et al.
Rethinking Schema Linking: A Context-Aware Bidirectional Retrieval Approach for Text-to-SQL
Md Mahadi Hasan Nahid, Davood Rafiei, Weiwei Zhang et al.
ExpressivityBench: Can LLMs Communicate Implicitly?
Joshua Tint, Som Sagar, Aditya Taparia et al.