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PyDex: Repairing Bugs in Introductory Python Assignments using LLMsOOPSLA 20242024-10-20
PyDex is an APR pipeline that uses Codex with iterative prompts, parser diagnostics, test-case filtering, and peer-program few-shots to repair student Python…
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Semantic programming by example with pre-trained modelsOOPSLA 20212021-10-17
A system combines FlashFill-style deductive synthesis with GPT-3 to handle semantic string ops by adding three semantic operators (e.g. SemMap, SemPos) and a…
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