Machine Learning

LLMs Protégés: Tutoring LLMs with Knowledge Gaps Improves Student Learning Outcome ACL 2025 LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models ICML 2025 LLMs Reproduce Stereotypes of Sexual and Gender Minorities EMNLP 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 LLMSR@XLLM25: Integrating Reasoning Prompt Strategies with Structural Prompt Formats for Enhanced Logical Inference ACL 2025 LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025 LLM Stinger: Jailbreaking LLMs Using RL Fine-Tuned LLMs (Student Abstract) AAAI 2025 LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025 LLM-Supported Natural Language to Bash Translation NAACL 2025 LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs? NAACL 2025 LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM NAACL 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting IJCAI 2025 LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations COLING 2025 LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension ICLR 2025 LLS: Local Learning Rule for Deep Neural Networks Inspired by Neural Activity Synchronization WACV 2025 LMEraser: Large Model Unlearning via Adaptive Prompt Tuning AISTATS 2025 LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs ICCV 2025 LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models NAACL 2025 LM-Pub-Quiz: A Comprehensive Framework for Zero-Shot Evaluation of Relational Knowledge in Language Models NAACL 2025 LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025 LNE-Blocking: An Efficient Framework for Contamination Mitigation Evaluation on Large Language Models EMNLP 2025 LOB-Bench: Benchmarking Generative AI for Finance - an Application to Limit Order Book Data ICML 2025 LocAgent: Graph-Guided LLM Agents for Code Localization ACL 2025 Local Causal Discovery for Structural Evidence of Direct Discrimination AAAI 2025