Fine-Tuning

Importance Weighting Can Help Large Language Models Self-Improve AAAI 2025 InsBank: Evolving Instruction Subset for Ongoing Alignment EMNLP 2025 InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications EMNLP 2025 InstructionCP: A Simple yet Effective Approach for Transferring Large Language Models to Target Languages ACL 2025 Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction ACL 2025 Intent Matters: Enhancing AI Tutoring with Fine-Grained Pedagogical Intent Annotation ACL 2025 Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data IJCNLP 2025 It Depends: Resolving Referential Ambiguity in Minimal Contexts with Commonsense Knowledge EMNLP 2025 iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025 JEN-1 DreamStyler: Customized Musical Concept Learning via Pivotal Parameters Tuning AAAI 2025 JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling EMNLP 2025 K/DA: Automated Data Generation Pipeline for Detoxifying Implicitly Offensive Language in Korean ACL 2025 KHU_LDI at BioLaySumm2025: Fine-tuning and Refinement for Lay Radiology Report Generation ACL 2025 KyuHyunChoi at SemEval-2025 Task 10: Narrative Extraction Using a Summarization-Specific Pretrained Model SemEval 2025 L3i++ at GenAI Detection Task 1: Can Label-Supervised LLaMA Detect Machine-Generated Text? COLING 2025 Language Model Fine-Tuning on Scaled Survey Data for Predicting Distributions of Public Opinions ACL 2025 Language Models Can be Efficiently Steered via Minimal Embedding Layer Transformations EMNLP 2025 Language Models Resist Alignment: Evidence From Data Compression ACL 2025 Large Language Models Still Exhibit Bias in Long Text ACL 2025 Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment EMNLP 2025 LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025 LazyReview: A Dataset for Uncovering Lazy Thinking in NLP Peer Reviews ACL 2025 Learning and Evaluating Factual Clarification Question Generation Without Examples ACL 2025 Learning to Summarize from LLM-generated Feedback NAACL 2025 Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits EMNLP 2025