GuidingProgramSynthesis

Feb-8-2026, 22:38:49 GMT–Neural Information Processing Systems

Motivated by these limitations,weintroduceahybridapproach,whereLLMcompletionsforagiven taskareusedtolearn atask-specific, context-free surrogatemodel, which isthen used to guide program synthesis.

large language model, machine learning, natural language, (22 more...)

Neural Information Processing Systems

Feb-8-2026, 22:38:49 GMT

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- North America > United States > New York > New York County > New York City (0.04)

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- Research Report (0.68)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks (0.48)
  - Natural Language
    - Chatbot (0.48)
    - Large Language Model (0.71)
  - Representation & Reasoning (1.00)

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Title
Context-Free LLM Approximation for Guiding Program Synthesis Shraddha Barke UC San Diego San Diego, USA

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