Machine Learning

LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025 LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification ICML 2025 LLM Evaluate: An Industry-Focused Evaluation Tool for Large Language Models COLING 2025 LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation ACL 2025 LLM-Friendly Knowledge Representation for Customer Support COLING 2025 LLM-Generated Passphrases That Are Secure and Easy to Remember NAACL 2025 LLM-Generated Rewrite and Context Modulation for Enhanced Vision Language Models in Digital Pathology WACV 2025 LLM-Guided Co-Training for Text Classification EMNLP 2025 LLM-Guided Lifecycle-Aware Clustering of Multi-Turn Customer Support Conversations IJCNLP 2025 LLM-Guided Semantic-Aware Clustering for Topic Modeling ACL 2025 LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025 LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025 LLM in the Loop: Creating the ParaDeHate Dataset for Hate Speech Detoxification IJCNLP 2025 LLM×MapReduce: Simplified Long-Sequence Processing using Large Language Models ACL 2025 LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers NAACL 2025 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025 LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch ICLR 2025 LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025 LLMsAgainstHate@NLU of Devanagari Script Languages 2025: Hate Speech Detection and Target Identification in Devanagari Languages via Parameter Efficient Fine-Tuning of LLMs COLING 2025 LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition EMNLP 2025 LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation ACL 2025 LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education NAACL 2025 LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs NAACL 2025