Appendix A Prompt Retrieval A.1 Implementation Details

Feb-18-2026, 00:39:48 GMT–Neural Information Processing Systems

V ariable batch size According to our budget decay scheme, the total budget (200 human annotations + 800 GPT -3.5 annotations) allocated for human annotation is 100, 50, 25, 13 (rounded up from

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

Neural Information Processing Systems

Feb-18-2026, 00:39:48 GMT

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- Research Report > New Finding (0.69)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks
    - Deep Learning (0.45)
  - Natural Language
    - Chatbot (0.45)
    - Large Language Model (0.60)

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