Fine-Tuning

LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025 LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025 LLM Bias Detection and Mitigation through the Lens of Desired Distributions EMNLP 2025 Logit Space Constrained Fine-Tuning for Mitigating Hallucinations in LLM-Based Recommender Systems EMNLP 2025 LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models CVPR 2025 Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025 Lost in Literalism: How Supervised Training Shapes Translationese in LLMs ACL 2025 MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection ACL 2025 Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality EMNLP 2025 MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025 MDCure: A Scalable Pipeline for Multi-Document Instruction-Following ACL 2025 Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric ACL 2025 MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models ACL 2025 Meta-Learning Hyperparameters for Parameter Efficient Fine-Tuning CVPR 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 Mitigating Overfitting During Speech Foundation Model Fine-tuning: Applications to Dysarthric Speech Detection Interspeech 2025 Mixture of Small and Large Models for Chinese Spelling Check ACL 2025 ModelCitizens: Representing Community Voices in Online Safety EMNLP 2025 Model Merging for Knowledge Editing ACL 2025 Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025 MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors ACL 2025 Multi-modal Deepfake Detection via Multi-task Audio-Visual Prompt Learning AAAI 2025 Natural Language Inference Fine-tuning for Scientific Hallucination Detection ACL 2025 NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning AAAI 2025