Gustavo Soares

Let’s Fix this Together: Conversational Debugging with GitHub Copilot

Yasharth Bajpai, Bhavya Chopra, Param Biyani, Cagri Aslan, Sumit Gulwani, Dustin Coleman, Chris Parnin, Arjun Radhakrishna, Gustavo Soares

IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) | August 2024

Publication

RUBICON: Rubric-based Evaluation of Domain Specific Human-AI Conversations

Param Biyani, Yasharth Bajpai, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani

AIware: Proceedings of the 1st ACM International Conference on AI-Powered Software | July 2024

Publication DOI

Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation

Tung Phung, Victor-Alexandru Pădurean, Anjali Singh, Christopher Brooks, José Cambronero, Sumit Gulwani, Adish Singla, Gustavo Soares

International Learning Analytics and Knowledge Conference | March 2024

Publication

Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants

Bhavya Chopra, Yasharth Bajpai, Param Biyani, Gustavo Soares, Arjun Radhakrishna, Chris Parnin, Sumit Gulwani

NAACL: Proceedings of the Third Workshop on Bridging Human-Computer Interaction and Natural Language Processing | February 2024

DOI Publication

Investigating Student Mistakes in Introductory Data Science Programming

Anjali Singh, Anna Fariha, Christopher Brooks, Gustavo Soares, Austin Z. Henley, Ashish Tiwari, Chethan M, Heeryung Choi, Sumit Gulwani

Technical Symposium on Computer Science Education | January 2024

Publication

PyDex: Repairing Bugs in Introductory Python Assignments using LLMs

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) | January 2024

Publication

Grace: Language Models Meet Code Edits

Priyanshu Gupta, Avishree Khare, Yasharth Bajpai, Saikat Chakraborty, Sumit Gulwani, Aditya Kanade, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari

ESEC/FSE 2023: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering | November 2023

DOI Preprint Publication

Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors

Tung Phung, Victor-Alexandru Padurean, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adish Singla, Gustavo Soares

Conference on International Computing Education Research | September 2023

Publication

Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Tung Phung, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adisha Singla, Gustavo Soares

International Conference on Educational Data Mining | July 2023

Publication

Towards More Effective AI-assisted Programming: A Systematic Design Exploration to Improve Visual Studio IntelliCode’s User Experience

Priyan Vaithilingam, Elena L. Glassman, Peter Groenwegen, Sumit Gulwani, Austin Z. Henley, Rohan Malpani, David Pugh, Arjun Radhakrishna, Gustavo Soares, Joey Wang

ICSE SEIP | May 2023

Publication

NL2Viz: Natural Language to Visualization via Constrained Syntax-Guided Synthesis

Zhengkai Wu, Vu Le, Ashish Tiwari, Sumit Gulwani, Arjun Radhakrishna, Ivan Radicek, Gustavo Soares, Xinyu Wang, Zhenwen Li, Tao Xie

FSE | November 2022

PDF

Overwatch: Learning Patterns in Code Edit Sequences

Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari

OOPSLA: Proceedings of the ACM on Programming Languages | October 2022

Publication Projet

Repairing Bugs in Python Assignments using Large Language Models

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

September 2022

Publication

Synchromesh: Reliable code generation from pre-trained language models

Gabriel Poesia, Alex Polozov, Vu Le, Ashish Tiwari, Gustavo Soares, Chris Meek, Sumit Gulwani

ICLR 2022 | April 2022

Publication PDF Projet

Learning Quick Fixes from Code Repositories

Reudismam Rolim, Gustavo Soares, Rohit Gheyi, Titus Barik, Loris D’Antoni

Brazilian Symposium on Software Engineering | October 2021

Publication

Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based Synthesis

Kia Rahmani, Mohammad Raza (moraza), Sumit Gulwani (sumitg), Vu Le (levu), Dan Morris (damorri), Arjun Radhakrishna (arradha), Gustavo Soares (gsoares), Ashish Tiwari (astiwar)

OOPSLA | October 2021

Publication

APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in Libraries

Xiang Gao, Arjun Radhakrishna, Gustavo Soares, Ridwan Shariffdeen, Sumit Gulwani, Abhik Roychoudhury

OOPSLA | September 2021

PDF

Feedback-Driven Semi-Supervised Synthesis of Program Transformations

Xiang Gao, Shraddha Barke, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani, Alan Leung, Nachi Nagappan, Ashish Tiwari

OOPSLA | October 2020

Publication Vidéo Vidéo Projet

On the fly synthesis of edit suggestions

Anders Miltner, Sumit Gulwani, Vu Le, Alan Leung, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari, Abhishek Udupa

Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2019

PDF DOI Vidéo Projet Projet

Evaluating Feedback Tools in Introductory Programming Classes

Ruan Reis, Gustavo Soares, Melina Mongiovi, Wilkerson L. Andrade

Frontiers in Education Conference (FIE) | August 2019

Publication Project

Revisiting the refactoring mechanics

Jonhnanthan Oliveira, Rohit Gheyi, Melina Mongiovi, Gustavo Soares, Márcio Ribeiro, Alessandro Garcia

Information and Software Technology | August 2019, Vol 110: pp. 136-138

Publication

Detecting overly strong preconditions in refactoring engines

Melina Mongiovi, Rohit Gheyi, Gustavo Soares, Márcio Ribeiro, Paulo Borba, Leopoldo Teixeira

IEEE Transactions on Software Engineering | August 2018, Vol 44(5): pp. 429-452

Publication

TraceDiff: Debugging unexpected code behavior using trace divergences

Ryo Suzuki, Gustavo Soares, Andrew Head, Elena Glassman, Ruan Reis, Melina Mongiovi, Loris D'Antoni, Björn Hartmann

VL/HCC | August 2017

Publication Project

Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis

Andrew Head, Elena Glassman, Gustavo Soares, Ryo Suzuki, Lucas Figueredo, Loris D'Antoni, Bjoern Hartmann

Learning at Scale (L@S) | August 2017

Publication Project

Learning Syntactic Program Transformations from Examples

Reudismam Rolim, Gustavo Soares (gsoares), Loris D'Antoni, Alex Polozov, Sumit Gulwani, Rohit Gheyi, Bjoern Hartmann

39th International Conference on Software Engineering (ICSE) | May 2017

Publication Publication Project

User Interaction Models for Disambiguation in Programming by Example

Mikaël Mayer, Gustavo Soares (gsoares), Maxim Grechkin, Vu Le, Mark Marron, Alex Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani

ACM Symposium on User Interface Software and Technology (UIST) 2015 | November 2015

Publication Project Project Project

Automated Behavioral Testing of Refactoring Engines

Gustavo Soares, Rohit Gheyi, Tiago Massoni

IEEE Transactions on Software Engineering | August 2013, Vol 39(2): pp. 147-162

Publication

Making Program Refactoring Safer

Gustavo Soares, Rohit Gheyi, Dalton Serey, Tiago Massoni

IEEE Software | August 2010, Vol 27(4): pp. 52-57

Publication

Let’s Fix this Together: Conversational Debugging with GitHub Copilot

Yasharth Bajpai, Bhavya Chopra, Param Biyani, Cagri Aslan, Sumit Gulwani, Dustin Coleman, Chris Parnin, Arjun Radhakrishna, Gustavo Soares

IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) | August 2024

Publication

RUBICON: Rubric-based Evaluation of Domain Specific Human-AI Conversations

Param Biyani, Yasharth Bajpai, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani

AIware: Proceedings of the 1st ACM International Conference on AI-Powered Software | July 2024

Publication DOI

Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation

Tung Phung, Victor-Alexandru Pădurean, Anjali Singh, Christopher Brooks, José Cambronero, Sumit Gulwani, Adish Singla, Gustavo Soares

International Learning Analytics and Knowledge Conference | March 2024

Publication

Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants

Bhavya Chopra, Yasharth Bajpai, Param Biyani, Gustavo Soares, Arjun Radhakrishna, Chris Parnin, Sumit Gulwani

NAACL: Proceedings of the Third Workshop on Bridging Human-Computer Interaction and Natural Language Processing | February 2024

DOI Publication

PyDex: Repairing Bugs in Introductory Python Assignments using LLMs

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) | January 2024

Publication

Grace: Language Models Meet Code Edits

Priyanshu Gupta, Avishree Khare, Yasharth Bajpai, Saikat Chakraborty, Sumit Gulwani, Aditya Kanade, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari

ESEC/FSE 2023: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering | November 2023

DOI Preprint Publication

Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors

Tung Phung, Victor-Alexandru Padurean, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adish Singla, Gustavo Soares

Conference on International Computing Education Research | September 2023

Publication

Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Tung Phung, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adisha Singla, Gustavo Soares

International Conference on Educational Data Mining | July 2023

Publication

Towards More Effective AI-assisted Programming: A Systematic Design Exploration to Improve Visual Studio IntelliCode’s User Experience

Priyan Vaithilingam, Elena L. Glassman, Peter Groenwegen, Sumit Gulwani, Austin Z. Henley, Rohan Malpani, David Pugh, Arjun Radhakrishna, Gustavo Soares, Joey Wang

ICSE SEIP | May 2023

Publication

Overwatch: Learning Patterns in Code Edit Sequences

Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari

OOPSLA: Proceedings of the ACM on Programming Languages | October 2022

Publication Projet

Repairing Bugs in Python Assignments using Large Language Models

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

September 2022

Publication

Synchromesh: Reliable code generation from pre-trained language models

Gabriel Poesia, Alex Polozov, Vu Le, Ashish Tiwari, Gustavo Soares, Chris Meek, Sumit Gulwani

ICLR 2022 | April 2022

Publication PDF Projet

Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based Synthesis

Kia Rahmani, Mohammad Raza (moraza), Sumit Gulwani (sumitg), Vu Le (levu), Dan Morris (damorri), Arjun Radhakrishna (arradha), Gustavo Soares (gsoares), Ashish Tiwari (astiwar)

OOPSLA | October 2021

Publication

Feedback-Driven Semi-Supervised Synthesis of Program Transformations

Xiang Gao, Shraddha Barke, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani, Alan Leung, Nachi Nagappan, Ashish Tiwari

OOPSLA | October 2020

Publication Vidéo Vidéo Projet

On the fly synthesis of edit suggestions

Anders Miltner, Sumit Gulwani, Vu Le, Alan Leung, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari, Abhishek Udupa

Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2019

PDF DOI Vidéo Projet Projet

Let’s Fix this Together: Conversational Debugging with GitHub Copilot

Yasharth Bajpai, Bhavya Chopra, Param Biyani, Cagri Aslan, Sumit Gulwani, Dustin Coleman, Chris Parnin, Arjun Radhakrishna, Gustavo Soares

IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) | August 2024

Publication

RUBICON: Rubric-based Evaluation of Domain Specific Human-AI Conversations

Param Biyani, Yasharth Bajpai, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani

AIware: Proceedings of the 1st ACM International Conference on AI-Powered Software | July 2024

Publication DOI

Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants

Bhavya Chopra, Yasharth Bajpai, Param Biyani, Gustavo Soares, Arjun Radhakrishna, Chris Parnin, Sumit Gulwani

NAACL: Proceedings of the Third Workshop on Bridging Human-Computer Interaction and Natural Language Processing | February 2024

DOI Publication

Towards More Effective AI-assisted Programming: A Systematic Design Exploration to Improve Visual Studio IntelliCode’s User Experience

Priyan Vaithilingam, Elena L. Glassman, Peter Groenwegen, Sumit Gulwani, Austin Z. Henley, Rohan Malpani, David Pugh, Arjun Radhakrishna, Gustavo Soares, Joey Wang

ICSE SEIP | May 2023

Publication

Overwatch: Learning Patterns in Code Edit Sequences

Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari

OOPSLA: Proceedings of the ACM on Programming Languages | October 2022

Publication Projet

On the fly synthesis of edit suggestions

Anders Miltner, Sumit Gulwani, Vu Le, Alan Leung, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari, Abhishek Udupa

Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2019

PDF DOI Vidéo Projet Projet

User Interaction Models for Disambiguation in Programming by Example

Mikaël Mayer, Gustavo Soares (gsoares), Maxim Grechkin, Vu Le, Mark Marron, Alex Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani

ACM Symposium on User Interface Software and Technology (UIST) 2015 | November 2015

Publication Project Project Project

Let’s Fix this Together: Conversational Debugging with GitHub Copilot

Yasharth Bajpai, Bhavya Chopra, Param Biyani, Cagri Aslan, Sumit Gulwani, Dustin Coleman, Chris Parnin, Arjun Radhakrishna, Gustavo Soares

IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) | August 2024

Publication

RUBICON: Rubric-based Evaluation of Domain Specific Human-AI Conversations

Param Biyani, Yasharth Bajpai, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani

AIware: Proceedings of the 1st ACM International Conference on AI-Powered Software | July 2024

Publication DOI

Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation

Tung Phung, Victor-Alexandru Pădurean, Anjali Singh, Christopher Brooks, José Cambronero, Sumit Gulwani, Adish Singla, Gustavo Soares

International Learning Analytics and Knowledge Conference | March 2024

Publication

Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants

Bhavya Chopra, Yasharth Bajpai, Param Biyani, Gustavo Soares, Arjun Radhakrishna, Chris Parnin, Sumit Gulwani

NAACL: Proceedings of the Third Workshop on Bridging Human-Computer Interaction and Natural Language Processing | February 2024

DOI Publication

PyDex: Repairing Bugs in Introductory Python Assignments using LLMs

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) | January 2024

Publication

Investigating Student Mistakes in Introductory Data Science Programming

Anjali Singh, Anna Fariha, Christopher Brooks, Gustavo Soares, Austin Z. Henley, Ashish Tiwari, Chethan M, Heeryung Choi, Sumit Gulwani

Technical Symposium on Computer Science Education | January 2024

Publication

Grace: Language Models Meet Code Edits

Priyanshu Gupta, Avishree Khare, Yasharth Bajpai, Saikat Chakraborty, Sumit Gulwani, Aditya Kanade, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari

ESEC/FSE 2023: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering | November 2023

DOI Preprint Publication

NL2Viz: Natural Language to Visualization via Constrained Syntax-Guided Synthesis

Zhengkai Wu, Vu Le, Ashish Tiwari, Sumit Gulwani, Arjun Radhakrishna, Ivan Radicek, Gustavo Soares, Xinyu Wang, Zhenwen Li, Tao Xie

FSE | November 2022

PDF

Overwatch: Learning Patterns in Code Edit Sequences

Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari

OOPSLA: Proceedings of the ACM on Programming Languages | October 2022

Publication Projet

Repairing Bugs in Python Assignments using Large Language Models

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

September 2022

Publication

Learning Quick Fixes from Code Repositories

Reudismam Rolim, Gustavo Soares, Rohit Gheyi, Titus Barik, Loris D’Antoni

Brazilian Symposium on Software Engineering | October 2021

Publication

Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based Synthesis

Kia Rahmani, Mohammad Raza (moraza), Sumit Gulwani (sumitg), Vu Le (levu), Dan Morris (damorri), Arjun Radhakrishna (arradha), Gustavo Soares (gsoares), Ashish Tiwari (astiwar)

OOPSLA | October 2021

Publication

APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in Libraries

Xiang Gao, Arjun Radhakrishna, Gustavo Soares, Ridwan Shariffdeen, Sumit Gulwani, Abhik Roychoudhury

OOPSLA | September 2021

PDF

Feedback-Driven Semi-Supervised Synthesis of Program Transformations

Xiang Gao, Shraddha Barke, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani, Alan Leung, Nachi Nagappan, Ashish Tiwari

OOPSLA | October 2020

Publication Vidéo Vidéo Projet

On the fly synthesis of edit suggestions

Anders Miltner, Sumit Gulwani, Vu Le, Alan Leung, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari, Abhishek Udupa

Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2019

PDF DOI Vidéo Projet Projet

Revisiting the refactoring mechanics

Jonhnanthan Oliveira, Rohit Gheyi, Melina Mongiovi, Gustavo Soares, Márcio Ribeiro, Alessandro Garcia

Information and Software Technology | August 2019, Vol 110: pp. 136-138

Publication

Evaluating Feedback Tools in Introductory Programming Classes

Ruan Reis, Gustavo Soares, Melina Mongiovi, Wilkerson L. Andrade

Frontiers in Education Conference (FIE) | August 2019

Publication Project

Detecting overly strong preconditions in refactoring engines

Melina Mongiovi, Rohit Gheyi, Gustavo Soares, Márcio Ribeiro, Paulo Borba, Leopoldo Teixeira

IEEE Transactions on Software Engineering | August 2018, Vol 44(5): pp. 429-452

Publication

TraceDiff: Debugging unexpected code behavior using trace divergences

Ryo Suzuki, Gustavo Soares, Andrew Head, Elena Glassman, Ruan Reis, Melina Mongiovi, Loris D'Antoni, Björn Hartmann

VL/HCC | August 2017

Publication Project

Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis

Andrew Head, Elena Glassman, Gustavo Soares, Ryo Suzuki, Lucas Figueredo, Loris D'Antoni, Bjoern Hartmann

Learning at Scale (L@S) | August 2017

Publication Project

Learning Syntactic Program Transformations from Examples

Reudismam Rolim, Gustavo Soares (gsoares), Loris D'Antoni, Alex Polozov, Sumit Gulwani, Rohit Gheyi, Bjoern Hartmann

39th International Conference on Software Engineering (ICSE) | May 2017

Publication Publication Project

User Interaction Models for Disambiguation in Programming by Example

Mikaël Mayer, Gustavo Soares (gsoares), Maxim Grechkin, Vu Le, Mark Marron, Alex Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani

ACM Symposium on User Interface Software and Technology (UIST) 2015 | November 2015

Publication Project Project Project

Automated Behavioral Testing of Refactoring Engines

Gustavo Soares, Rohit Gheyi, Tiago Massoni

IEEE Transactions on Software Engineering | August 2013, Vol 39(2): pp. 147-162

Publication

Making Program Refactoring Safer

Gustavo Soares, Rohit Gheyi, Dalton Serey, Tiago Massoni

IEEE Software | August 2010, Vol 27(4): pp. 52-57

Publication

Let’s Fix this Together: Conversational Debugging with GitHub Copilot

Yasharth Bajpai, Bhavya Chopra, Param Biyani, Cagri Aslan, Sumit Gulwani, Dustin Coleman, Chris Parnin, Arjun Radhakrishna, Gustavo Soares

IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) | August 2024

Publication

RUBICON: Rubric-based Evaluation of Domain Specific Human-AI Conversations

Param Biyani, Yasharth Bajpai, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani

AIware: Proceedings of the 1st ACM International Conference on AI-Powered Software | July 2024

Publication DOI

Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation

Tung Phung, Victor-Alexandru Pădurean, Anjali Singh, Christopher Brooks, José Cambronero, Sumit Gulwani, Adish Singla, Gustavo Soares

International Learning Analytics and Knowledge Conference | March 2024

Publication

Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants

Bhavya Chopra, Yasharth Bajpai, Param Biyani, Gustavo Soares, Arjun Radhakrishna, Chris Parnin, Sumit Gulwani

NAACL: Proceedings of the Third Workshop on Bridging Human-Computer Interaction and Natural Language Processing | February 2024

DOI Publication

PyDex: Repairing Bugs in Introductory Python Assignments using LLMs

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

Object-oriented Programming, Systems, Languages, and Applications (OOPSLA) | January 2024

Publication

Investigating Student Mistakes in Introductory Data Science Programming

Anjali Singh, Anna Fariha, Christopher Brooks, Gustavo Soares, Austin Z. Henley, Ashish Tiwari, Chethan M, Heeryung Choi, Sumit Gulwani

Technical Symposium on Computer Science Education | January 2024

Publication

Grace: Language Models Meet Code Edits

Priyanshu Gupta, Avishree Khare, Yasharth Bajpai, Saikat Chakraborty, Sumit Gulwani, Aditya Kanade, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari

ESEC/FSE 2023: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering | November 2023

DOI Preprint Publication

Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors

Tung Phung, Victor-Alexandru Padurean, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adish Singla, Gustavo Soares

Conference on International Computing Education Research | September 2023

Publication

Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Tung Phung, José Cambronero, Sumit Gulwani, Tobias Kohn, Rupak Majumdar, Adisha Singla, Gustavo Soares

International Conference on Educational Data Mining | July 2023

Publication

Towards More Effective AI-assisted Programming: A Systematic Design Exploration to Improve Visual Studio IntelliCode’s User Experience

Priyan Vaithilingam, Elena L. Glassman, Peter Groenwegen, Sumit Gulwani, Austin Z. Henley, Rohan Malpani, David Pugh, Arjun Radhakrishna, Gustavo Soares, Joey Wang

ICSE SEIP | May 2023

Publication

NL2Viz: Natural Language to Visualization via Constrained Syntax-Guided Synthesis

Zhengkai Wu, Vu Le, Ashish Tiwari, Sumit Gulwani, Arjun Radhakrishna, Ivan Radicek, Gustavo Soares, Xinyu Wang, Zhenwen Li, Tao Xie

FSE | November 2022

PDF

Overwatch: Learning Patterns in Code Edit Sequences

Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari

OOPSLA: Proceedings of the ACM on Programming Languages | October 2022

Publication Projet

Synchromesh: Reliable code generation from pre-trained language models

Gabriel Poesia, Alex Polozov, Vu Le, Ashish Tiwari, Gustavo Soares, Chris Meek, Sumit Gulwani

ICLR 2022 | April 2022

Publication PDF Projet

Learning Quick Fixes from Code Repositories

Reudismam Rolim, Gustavo Soares, Rohit Gheyi, Titus Barik, Loris D’Antoni

Brazilian Symposium on Software Engineering | October 2021

Publication

Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based Synthesis

Kia Rahmani, Mohammad Raza (moraza), Sumit Gulwani (sumitg), Vu Le (levu), Dan Morris (damorri), Arjun Radhakrishna (arradha), Gustavo Soares (gsoares), Ashish Tiwari (astiwar)

OOPSLA | October 2021

Publication

APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in Libraries

Xiang Gao, Arjun Radhakrishna, Gustavo Soares, Ridwan Shariffdeen, Sumit Gulwani, Abhik Roychoudhury

OOPSLA | September 2021

PDF

Feedback-Driven Semi-Supervised Synthesis of Program Transformations

Xiang Gao, Shraddha Barke, Arjun Radhakrishna, Gustavo Soares, Sumit Gulwani, Alan Leung, Nachi Nagappan, Ashish Tiwari

OOPSLA | October 2020

Publication Vidéo Vidéo Projet

On the fly synthesis of edit suggestions

Anders Miltner, Sumit Gulwani, Vu Le, Alan Leung, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari, Abhishek Udupa

Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2019

PDF DOI Vidéo Projet Projet

Evaluating Feedback Tools in Introductory Programming Classes

Ruan Reis, Gustavo Soares, Melina Mongiovi, Wilkerson L. Andrade

Frontiers in Education Conference (FIE) | August 2019

Publication Project

TraceDiff: Debugging unexpected code behavior using trace divergences

Ryo Suzuki, Gustavo Soares, Andrew Head, Elena Glassman, Ruan Reis, Melina Mongiovi, Loris D'Antoni, Björn Hartmann

VL/HCC | August 2017

Publication Project

Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis

Andrew Head, Elena Glassman, Gustavo Soares, Ryo Suzuki, Lucas Figueredo, Loris D'Antoni, Bjoern Hartmann

Learning at Scale (L@S) | August 2017

Publication Project

Learning Syntactic Program Transformations from Examples

Reudismam Rolim, Gustavo Soares (gsoares), Loris D'Antoni, Alex Polozov, Sumit Gulwani, Rohit Gheyi, Bjoern Hartmann

39th International Conference on Software Engineering (ICSE) | May 2017

Publication Publication Project

User Interaction Models for Disambiguation in Programming by Example

Mikaël Mayer, Gustavo Soares (gsoares), Maxim Grechkin, Vu Le, Mark Marron, Alex Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani

ACM Symposium on User Interface Software and Technology (UIST) 2015 | November 2015

Publication Project Project Project

Repairing Bugs in Python Assignments using Large Language Models

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

September 2022

Publication

Revisiting the refactoring mechanics

Jonhnanthan Oliveira, Rohit Gheyi, Melina Mongiovi, Gustavo Soares, Márcio Ribeiro, Alessandro Garcia

Information and Software Technology | August 2019, Vol 110: pp. 136-138

Publication

Detecting overly strong preconditions in refactoring engines

Melina Mongiovi, Rohit Gheyi, Gustavo Soares, Márcio Ribeiro, Paulo Borba, Leopoldo Teixeira

IEEE Transactions on Software Engineering | August 2018, Vol 44(5): pp. 429-452

Publication

Automated Behavioral Testing of Refactoring Engines

Gustavo Soares, Rohit Gheyi, Tiago Massoni

IEEE Transactions on Software Engineering | August 2013, Vol 39(2): pp. 147-162

Publication

Making Program Refactoring Safer

Gustavo Soares, Rohit Gheyi, Dalton Serey, Tiago Massoni

IEEE Software | August 2010, Vol 27(4): pp. 52-57

Publication