ICSE 2024 (series) / MSR 2024 (series) / Data and Tool Showcase Track /
A Four-Dimension Gold Standard Dataset for Opinion Mining in Software Engineering
Tue 16 Apr 2024 09:56 - 10:00 at Almada Negreiros - Development: practices and humans Chair(s): Gema Rodríguez-Pérez
We present the first four-dimension gold standard dataset to advance opinion mining focused on the software engineering domain. Through a well-defined sampling and annotation strategy leveraging multiple coders, we construct a corpus of 2,000 Stack Overflow posts labeled with four dimensions/tuples, including sentiments, polar facts, aspects, and named entities. This multidimensional ground truth dataset opens up new research opportunities for opinion mining in domain-adapted NLP tools for software engineering by capturing existing relationships between extracted elements at a more granular level. It also facilitates investigating the effects of sentiments in the developers’ social forums.
Tue 16 AprDisplayed time zone: Lisbon change
Tue 16 Apr
Displayed time zone: Lisbon change
09:00 - 10:30 | Development: practices and humans Data and Tool Showcase Track / Technical Papers at Almada Negreiros Chair(s): Gema Rodríguez-Pérez University of British Columbia (UBC) | ||
09:50 6mTalk | Exploring the Effect of Multiple Natural Languages on Code Suggestion Using GitHub Copilot Technical Papers Kei Koyanagi Kyushu University, Dong Wang Kyushu University, Japan, Kotaro Noguchi Kyushu University, Masanari Kondo Kyushu University, Alexander Serebrenik Eindhoven University of Technology, Yasutaka Kamei Kyushu University, Naoyasu Ubayashi Kyushu University Pre-print | ||
09:56 4mTalk | A Four-Dimension Gold Standard Dataset for Opinion Mining in Software Engineering Data and Tool Showcase Track Md Rakibul Islam Lamar University, Md Fazle Rabbi Idaho State University, Jo Youngeun Lamar University, Arifa Islam Champa Idaho State University, Ethan J Young Lamar University, Camden M Wilson Lamar University, Gavin J Scott Lamar University, Minhaz F. Zibran Idaho State University | ||
10:00 4mTalk | Opening the Valve on Pure-Data: Usage Patterns and Programming Practices of a Data-Flow Based Visual Programming Language Data and Tool Showcase Track Anisha Islam Department of Computing Science, University of Alberta, Kalvin Eng University of Alberta, Abram Hindle University of Alberta | ||
10:04 4mTalk | The PIPr Dataset of Public Infrastructure as Code Programs Data and Tool Showcase Track Daniel Sokolowski University of St. Gallen, David Spielmann University of St. Gallen, Guido Salvaneschi University of St. Gallen Link to publication DOI Pre-print | ||
10:08 4mTalk | A Dataset of Microservices-based Open-Source Projects Data and Tool Showcase Track Dario Amoroso d'Aragona Tampere University, Alexander Bakhtin University of Oulu, Xiaozhou Li University of Oulu, Ruoyu Su University of Oulu, Lauren Adams Baylor University, Ernesto Aponte Universidad del Sagrado Corazón, Francis Boyle Baylor University, Patrick Boyle Baylor University, Rachel Koerner Baylor University, Joseph Lee University of Richmond, Fangchao Tian University of Oulu, Yuqing Wang University of Oulu, Jesse Nyyssölä University of Helsinki, Ernesto Quevedo Baylor University, Shahidur Md Rahaman Baylor University, Amr Elsayed Baylor University, Mika Mäntylä University of Helsinki and University of Oulu, Tomas Cerny University of Arizona, Davide Taibi University of Oulu and Tampere University | ||
10:12 4mTalk | SensoDat: Simulation-based Sensor Dataset of Self-driving Cars Data and Tool Showcase Track Christian Birchler Zurich University of Applied Sciences & University of Bern, Cyrill Rohrbach University of Bern, Switzerland, Timo Kehrer University of Bern, Sebastiano Panichella Zurich University of Applied Sciences | ||
10:16 4mTalk | Incivility in Open Source Projects: A Comprehensive Annotated Dataset of Locked GitHub Issue Threads Data and Tool Showcase Track Ramtin Ehsani Drexel University, Mia Mohammad Imran Virginia Commonwealth University, Robert Zita Elmhurst University, Kostadin Damevski Virginia Commonwealth University, Preetha Chatterjee Drexel University, USA | ||
10:20 4mTalk | A Dataset of Atoms of Confusion in the Android Open Source Project Data and Tool Showcase Track Davi Batista Tabosa Federal University of Ceará, Oton Pinheiro Federal University of Ceará, Lincoln Rocha Federal University of Ceará, Windson Viana Federal University of Ceará | ||
10:24 4mTalk | PlayMyData: a curated dataset of multi-platform video games Data and Tool Showcase Track Andrea D'Angelo University of L'Aquila, Claudio Di Sipio University of L'Aquila, Cristiano Politowski DIRO, University of Montreal, Riccardo Rubei University of L'Aquila | ||