sbintuitions/flexeval
Jun 2025 – Jun 2025
1 Month active
Languages Used
Python
Technical Skills
Code FormattingCode RefactoringData ScienceDebuggingDependency ManagementEvaluation Metrics
yuma-hirakawa
PROFILE
Yuma-hirakawa
Worked on the sbintuitions/flexeval repository to enhance evaluation metrics for multiple-choice question tasks. Developed and integrated F1-based evaluation metrics, including both macro and micro F1 scores, with clarified metric naming and robust unit tests to ensure accuracy and maintainability. Refactored the evaluate_multiple_choice function for improved clarity, corrected variable usage, and updated output fields. Improved logging formatting and expanded test coverage to verify the presence of expected metric keys. Updated dependencies, notably scikit-learn to version 1.6.1, to maintain compatibility. Leveraged Python, data science techniques, and testing best practices to deliver maintainable, well-documented, and reliable feature enhancements.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
9Total
Bugs
0
Commits
9
Features
2
Lines of code
579
Activity Months1
Your Network
36 peopleWork History
June 2025
9 Commits • 2 Features
Jun 1, 2025June 2025 performance summary for sbintuitions/flexeval highlighting feature delivery, bug fixes, and impact. Implemented F1-based evaluation metrics for MCQ evaluation, refactored code for clarity, improved logging, added tests to verify metric keys, and updated dependencies for compatibility.
9 Commits • 2 Features
Jun 1, 2025June 2025 performance summary for sbintuitions/flexeval highlighting feature delivery, bug fixes, and impact. Implemented F1-based evaluation metrics for MCQ evaluation, refactored code for clarity, improved logging, added tests to verify metric keys, and updated dependencies for compatibility.
June 2025
Activity
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Quality Metrics
Correctness97.8%
Maintainability100.0%
Architecture97.8%
Performance97.8%
AI Usage20.0%
Skills & Technologies
Programming Languages
Python
Technical Skills
Code FormattingCode RefactoringData ScienceDebuggingDependency ManagementEvaluation MetricsLoggingMachine LearningPython PackagingTestingUnit Testing
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