SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning Y exiao He

Feb-17-2026, 14:32:35 GMT–Neural Information Processing Systems

The pre-trained Large Language Models (LLMs) can be adapted for many downstream tasks and tailored to align with human preferences through fine-tuning.

large language model, machine learning, natural language, (19 more...)

Neural Information Processing Systems

Feb-17-2026, 14:32:35 GMT

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Country:
- Europe > United Kingdom
  - England > Cambridgeshire > Cambridge (0.04)
- North America > United States
  - Maryland (0.04)

Genre:
- Research Report
  - Experimental Study (1.00)
  - New Finding (0.93)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning
    - Neural Networks > Deep Learning (1.00)
    - Statistical Learning > Clustering (0.69)
  - Natural Language > Large Language Model (1.00)
  - Representation & Reasoning (1.00)

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SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning Y exiao He

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