Papers
Explainable Text Classification with LLMs: Enhancing Performance through Dialectical Prompting and Explanation-Guided Training
Huaming Du, Lei Yuan, Cancan Feng et al.
Comprehensive Evaluation on Lexical Normalization: Boundary-Aware Approaches for Unsegmented Languages
Shohei Higashiyama, Masao Utiyama
Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances, Resources, and Future Directions
Yaozu Wu, Dongyuan Li, Yankai Chen et al.
Thunder-DeID: Accurate and Efficient De-identification Framework for Korean Court Judgments
Sungeun Hahm, Heejin Kim, Gyuseong Lee et al.
Idola Tribus of AI: Large Language Models tend to perceive order where none exists
Shin-nosuke Ishikawa, Masato Todo, Taiki Ogihara et al.
Text Anomaly Detection with Simplified Isolation Kernel
Yang Cao, Sikun Yang, Yujiu Yang et al.
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge
Mohammad Reza Rezaei, Reza Saadati Fard, Jayson Lee Parker et al.
ForestCast: Open-Ended Event Forecasting with Semantic News Forest
Zi Yu, Shaoxiang Wang, Guozheng Li et al.
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models
Cheng Yan, Feng Zhao, Ruilin Zhao et al.
LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning
Zhangming Li, Qinghao Hu, Yiqun Chen et al.
PsyScam: A Benchmark for Psychological Techniques in Real-World Scams
Shang Ma, Tianyi Ma, Jiahao Liu et al.
LLM-Based Web Data Collection for Research Dataset Creation
Thomas Berkane, Marie-Laure Charpignon, Maimuna S. Majumder
What if Othello-Playing Language Models Could See?
Xinyi Chen, Yifei Yuan, Jiaang Li et al.
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search
Yunhai Hu, Yilun Zhao, Chen Zhao et al.
Schema Generation for Large Knowledge Graphs Using Large Language Models
Bohui Zhang, Yuan He, Lydia Pintscher et al.
Multi-token Mask-filling and Implicit Discourse Relations
Meinan Liu, Yunfang Dong, Xixian Liao et al.
Speculative Decoding for Multi-Sample Inference
Yiwei Li, Jiayi Shi, Shaoxiong Feng et al.
InfAL: Inference Time Adversarial Learning for Improving Research Ideation
Sikun Guo, Amir Hassan Shariatmadari, Peng Wang et al.
Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models
Yuchun Fan, Yilin Wang, Yongyu Mu et al.
Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models
Pushkar Shukla, Aditya Chinchure, Emily Diana et al.
Dialectal Toxicity Detection: Evaluating LLM-as-a-Judge Consistency Across Language Varieties
Fahim Faisal, Md Mushfiqur Rahman, Antonios Anastasopoulos
FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs
Deema Alnuhait, Neeraja Kirtane, Muhammad Khalifa et al.
Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization
Chuyuan Li, Austin Xu, Shafiq Joty et al.
Stress-Testing the Reasoning Competence of Language Models With Formal Proofs
Konstantine Arkoudas, Serafim Batzoglou