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Gustavo Soares

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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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Overwatch: Learning Patterns in Code Edit SequencesOOPSLA 20222022-12-05
Overwatch learns recurring edit sequences from IDE session traces by building fine-grained edit graphs, summarizing them into an edit quotient graph…
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APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in LibrariesOOPSLA 20212021-10-17
APIFix uses output-oriented synthesis to infer API-adaptation edits by mining human edits plus existing updated-library usages, then performs provenance…
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Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based SynthesOOPSLA 20212021-10-17
NLX combines GPT-3 candidates with a component-based synthesizer to turn ambiguous English plus examples into precise code. It targets regexes and CSS…
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Feedback-Driven Semi-supervised Synthesis of Program TransformationsOOPSLA 20202020-11-15
Semi-supervised synthesis combines input-output examples with extra unlabeled inputs (cursor locations and mined candidates) and uses anti-unification modulo…
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User Interaction Models for Disambiguation in Programming by ExampleUIST 20152015-11-08
Presents two concrete interaction models: program viewer paraphrases code into plain English so users inspect and switch among ranked alternative programs, and…
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