SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection

Feb-17-2026, 12:50:15 GMT–Neural Information Processing Systems

Alpaca, created by applying SelectIT to the Alpaca-GPT4 dataset.

large language model, machine learning, natural language, (18 more...)

Neural Information Processing Systems

Feb-17-2026, 12:50:15 GMT

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Country:
- Asia
  - China
    - Guangdong Province > Shenzhen (0.04)
    - Heilongjiang Province > Harbin (0.04)
  - Indonesia > Bali (0.04)
  - Macao (0.04)
  - Middle East
    - Jordan (0.04)
    - UAE > Abu Dhabi Emirate
      - Abu Dhabi (0.04)
  - Singapore (0.04)
- Europe
  - Austria (0.04)
  - Belgium > Brussels-Capital Region
    - Brussels (0.04)
- North America > Canada
  - British Columbia (0.04)
  - Ontario > Toronto (0.04)

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

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks
    - Deep Learning (0.52)
  - Natural Language > Large Language Model (1.00)

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SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-A ware Self-Reflection

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