Order-Independence Without Fine Tuning

Reid McIlroy-Young, Katrina Brown, Conlan Olson, Linjun Zhang, Cynthia Dwork

Oct-10-2025, 08:14:54 GMT–Neural Information Processing Systems

Unlike humans, these ' Large Language Models ' (LLMs) are highly sensitive to small changes in their inputs, leading to unwanted inconsistency in their behavior.

large language model, machine learning, natural language, (17 more...)

Neural Information Processing Systems

Oct-10-2025, 08:14:54 GMT

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Country:
- North America > United States > Maryland (0.14)

Genre:
- Research Report
  - Experimental Study (0.46)
  - New Finding (0.46)

Industry:
- Government > Regional Government (0.46)
- Law Enforcement & Public Safety > Crime Prevention & Enforcement (0.46)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks
    - Deep Learning (0.96)
  - Natural Language > Large Language Model (1.00)

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