Fine-Tuning

Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025 InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-Instruct AAAI 2025 Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning CVPR 2025 JEN-1 DreamStyler: Customized Musical Concept Learning via Pivotal Parameters Tuning AAAI 2025 JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025 K/DA: Automated Data Generation Pipeline for Detoxifying Implicitly Offensive Language in Korean ACL 2025 Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025 Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning ACL 2025 L3C-DeepMFC: Low-Latency Low-Complexity Deep Marginal Feedback Cancellation with Closed-Loop Fine Tuning for Hearing Aids Interspeech 2025 L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025 LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents EMNLP 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 LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025 Learning Auxiliary Tasks Improves Reference-Free Hallucination Detection in Open-Domain Long-Form Generation ACL 2025 Learning Theorem Rationale for Improving the Mathematical Reasoning Capability of Large Language Models AAAI 2025 Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning to Rewind via Iterative Prediction of Past Weights for Practical Unlearning AAAI 2025 Lessons Learnt: Revisit Key Training Strategies for Effective Speech Emotion Recognition in the Wild Interspeech 2025 Leveraging Human Production-Interpretation Asymmetries to Test LLM Cognitive Plausibility ACL 2025 LexiLogic at BEA 2025 Shared Task: Fine-tuning Transformer Language Models for the Pedagogical Skill Evaluation of LLM-based tutors ACL 2025 LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025 LimRank: Less is More for Reasoning-Intensive Information Reranking EMNLP 2025 LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs ACL 2025