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llm fine-tuning

14 papers

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Co-occurring keywords

large language model (13587) parameter-efficient fine-tuning (736) low-rank adaptation (560) synthetic datum (765) instruction tuning (838) synthetic data generation (590) text generation (2913) question answering (2963) text classification (6793) evidence retrieval (233)

Papers

Selection of LLM Fine-Tuning Data Based on Orthogonal Rules AAAI 2026
Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025
Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025
Instruction Tuning on Public Government and Cultural Data for Low-Resource Language: a Case Study in Kazakh ACL 2025
PMSS: Pretrained Matrices Skeleton Selection for LLM Fine-tuning COLING 2025
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction ACL 2025
Decode Like a Clinician: Enhancing LLM Fine-Tuning with Temporal Structured Data Representation IJCNLP 2025
VeriFastScore: Speeding up long-form factuality evaluation EMNLP 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
DUTh at SemEval 2024 Task 5: A multi-task learning approach for the Legal Argument Reasoning Task in Civil Procedure SEMEVAL 2024
Incubating Text Classifiers Following User Instruction with Nothing but LLM EMNLP 2024
LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NIPS 2024
ItD: Large Language Models Can Teach Themselves Induction through Deduction ACL 2024
ESG Impact Type Classification: Leveraging Strategic Prompt Engineering and LLM Fine-Tuning IJCNLP 2023