Neuro-Symbolic AI

MENTOR: Automated Feedback for Introductory Programming Exercises featured image

MENTOR: Automated Feedback for Introductory Programming Exercises

This PhD thesis presents MENTOR, a semantic automated program repair (APR) framework designed to provide Automated Feedback for Introductory Programming Exercises.

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Pedro Orvalho
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Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization @ OutSystems featured image

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization @ OutSystems

In this talk I will present our novel approach that combines the strengths of both FM-based fault localization and LLMs, via zero-shot learning, to enhance Automated Program …

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Pedro Orvalho
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Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization featured image

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization

In this paper, we propose a novel approach that combines the strengths of both FM-based fault localization and LLMs, via zero-shot learning, to enhance APR for IPAs. Our method …

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Pedro Orvalho
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LLM-Driven Automated Program Repair Using MaxSAT-based Fault Localization @ Oxford featured image

LLM-Driven Automated Program Repair Using MaxSAT-based Fault Localization @ Oxford

In this talk I will present a hybrid method to automated repair of C code, using Maximum Satisfiability (MaxSAT)-based fault localization, CFaults, to localize bugs and LLMs to …

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Pedro Orvalho
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