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Fine-Tuning

490 papers

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Papers

DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression EMNLP 2025 Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs EMNLP 2025 Data to Defense: The Role of Curation in Aligning Large Language Models Against Safety Compromise EMNLP 2025 Deloitte (Drocks) at the Financial Misinformation Detection Challenge Task: Enhancing Misinformation Detection through Instruction-Tuned Models COLING 2025 DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025 DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025 DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications EMNLP 2025 Diversity-oriented Data Augmentation with Large Language Models ACL 2025 DocHPLT: A Massively Multilingual Document-Level Translation Dataset EMNLP 2025 DreamBlend: Advancing Personalized Fine-Tuning of Text-to-Image Diffusion Models WACV 2025 Dual-Module Collaborative LoRA for Effective Large Language Model Fine-Tuning ACML 2025 Dunamu ML at the Financial Misinformation Detection Challenge Task: Improving Supervised Fine-Tuning with LLM-based Data Augmentation COLING 2025 Dynamic Jointly Batch Selection for Data Efficient Machine Translation Fine-Tuning EMNLP 2025 Easy Dataset: A Unified and Extensible Framework for Synthesizing LLM Fine-Tuning Data from Unstructured Documents EMNLP 2025 Effectively combining Phi-4 and NLLB for Spoken Language Translation: SPRING Lab IITM’s submission to Low Resource Multilingual Indic Track ACL 2025 Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction EMNLP 2025 ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis NAACL 2025 Empowering Persian LLMs for Instruction Following: A Novel Dataset and Training Approach COLING 2025 Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning ACL 2025 Enhancing Retrieval for ESGLLM via ESG-CID: A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS ACL 2025 Error Comparison Optimization for Large Language Models on Aspect-Based Sentiment Analysis ACL 2025 Extended Abstract: Probing-Guided Parameter-Efficient Fine-Tuning for Balancing Linguistic Adaptation and Safety in LLM-based Social Influence Systems ACL 2025 Extracting Financial Causality through QA: Insights from FinCausal 2025 Spanish Subtask COLING 2025 FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 Field to Model: Pairing Community Data Collection with Scalable NLP through the LiFE Suite ACL 2025