Fine-Tuning

Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs EMNLP 2025 Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary EMNLP 2025 Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization AISTATS 2025 Unstructured Evidence Attribution for Long Context Query Focused Summarization EMNLP 2025 Using LLMs and Preference Optimization for Agreement-Aware HateWiC Classification ACL 2025 Using LLMs to Aid Annotation and Collection of Clinically-Enriched Data in Bipolar Disorder and Schizophrenia NAACL 2025 UTF: Under-trained Tokens as Fingerprints —— a Novel Approach to LLM Identification ACL 2025 VenusFactory: An Integrated System for Protein Engineering with Data Retrieval and Language Model Fine-Tuning ACL 2025 VeriFastScore: Speeding up long-form factuality evaluation EMNLP 2025 WAFFLE: Fine-tuning Multi-Modal Model for Automated Front-End Development ACL 2025 What Makes You CLIC: Detection of Croatian Clickbait Headlines ACL 2025 When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text ACL 2025 When the Dictionary Strikes Back: A Case Study on Slovak Migration Location Term Extraction and NER via Rule-Based vs. LLM Methods ACL 2025 Who Wrote This? Identifying Machine vs Human-Generated Text in Hausa ACL 2025 WisPerMed at ArchEHR-QA 2025: A Modular, Relevance-First Approach for Grounded Question Answering on Eletronic Health Records ACL 2025 3-in-1: 2D Rotary Adaptation for Efficient Finetuning, Efficient Batching and Composability NeurIPS 2024 A Critical Evaluation of AI Feedback for Aligning Large Language Models NeurIPS 2024 ActiveDC: Distribution Calibration for Active Finetuning CVPR 2024 AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning EMNLP 2024 A Deep Dive into the Trade-Offs of Parameter-Efficient Preference Alignment Techniques ACL 2024 AlchemistCoder: Harmonizing and Eliciting Code Capability by Hindsight Tuning on Multi-source Data NeurIPS 2024 Aligner: Efficient Alignment by Learning to Correct NeurIPS 2024 Aligners: Decoupling LLMs and Alignment EMNLP 2024 Aligning Diffusion Models by Optimizing Human Utility NeurIPS 2024 Aligning Large Language Models via Fine-grained Supervision ACL 2024