Fine-Tuning

Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models NAACL 2025 Sensitive Content Classification in Social Media: A Holistic Resource and Evaluation ACL 2025 Simulating Emotional Intelligence in LLMs through Behavioral Conditioning and Analogical Retrieval ACL 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025 Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations NAACL 2025 SQUREL at TSAR 2025 Shared Task CEFR-Controlled Text Simplification with Prompting and Reinforcement Fine-Tuning EMNLP 2025 STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing ACL 2025 Structure Trumps Size: Rethinking Data Quality for LLM Reasoning EMNLP 2025 Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025 Synergistic Weak-Strong Collaboration by Aligning Preferences ACL 2025 Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning EMNLP 2025 Textual Aesthetics in Large Language Models EMNLP 2025 The contribution of LLMs to relation extraction in the economic field COLING 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use EMNLP 2025 Tongue-Tied: Breaking LLMs Safety Through New Language Learning NAACL 2025 Towards Infinite-Long Prefix in Transformer EMNLP 2025 Towards Open Foundation Language Model and Corpus for Macedonian: A Low-Resource Language ACL 2025 Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation EMNLP 2025 TrojanStego: Your Language Model Can Secretly Be A Steganographic Privacy Leaking Agent EMNLP 2025 TutorMind at BEA 2025 Shared Task: Leveraging Fine-Tuned LLMs and Data Augmentation for Mistake Identification ACL 2025 Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025 UltraIF: Advancing Instruction Following from the Wild EMNLP 2025