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Fine-Tuning

487 directly classified papers

Papers per year

Papers

What Makes You CLIC: Detection of Croatian Clickbait Headlines ACL 2025
Extracting Financial Causality through QA: Insights from FinCausal 2025 Spanish Subtask COLING 2025
Fine‐Tuned Transformers for Detection and Classification of Persuasion Techniques in Slavic Languages ACL 2025
K/DA: Automated Data Generation Pipeline for Detoxifying Implicitly Offensive Language in Korean ACL 2025
Enhancing Retrieval for ESGLLM via ESG-CID: A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS ACL 2025
Audit-FT at the Regulations Challenge Task: An Open-Source Large Language Model for Audit COLING 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm EMNLP 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025
Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment EMNLP 2025
NILE: Internal Consistency Alignment in Large Language Models EMNLP 2025
ConsistentChat: Building Skeleton-Guided Consistent Multi-Turn Dialogues for Large Language Models from Scratch EMNLP 2025
Bitune: Leveraging Bidirectional Attention to Improve Decoder-Only LLMs EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025
Data to Defense: The Role of Curation in Aligning Large Language Models Against Safety Compromise EMNLP 2025
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025
Textual Aesthetics in Large Language Models EMNLP 2025
iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025
Logits-Based Finetuning EMNLP 2025
Multi-perspective Analysis of Large Language Model Domain Specialization: An Experiment in Accounting Audit Procedures Generation EMNLP 2025
UltraIF: Advancing Instruction Following from the Wild EMNLP 2025
Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025
Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context EMNLP 2025
Northeastern Uni at Multilingual Counterspeech Generation: Enhancing Counter Speech Generation with LLM Alignment through Direct Preference Optimization COLING 2025