allenai/open-instruct
Oct 2024 – Apr 2025
4 Months active
Languages Used
PythonShellText
Technical Skills
Data DecontaminationElasticsearchInformation RetrievalMachine Learning OperationsNatural Language ProcessingConfiguration Management
Pradeep Dasigi
PROFILE
Pradeep Dasigi
Worked on the allenai/open-instruct repository, delivering features to improve data quality and evaluation reliability for machine learning workflows. Developed a training data decontamination system using Python and Elasticsearch, enabling identification and removal of overlapping instances between training and evaluation datasets through configurable n-gram and vector matching. Enhanced the evaluation framework by adding support for unseen task evaluation, expanding safety datasets, and standardizing benchmarks for tasks like MMLU and DeepMind Math. Established scalable data cleaning workflows by managing dependencies such as spaCy, and improved data loading stability by correcting dataset paths, ensuring robust and reproducible evaluation pipelines across the project.
Overall Statistics
Feature vs Bugs
75%Features
Repository Contributions
7Total
Bugs
1
Commits
7
Features
3
Lines of code
266
Activity Months4
Your Network
63 peopleWork History
April 2025
1 Commits
Apr 1, 2025April 2025 monthly summary for allenai/open-instruct focused on stability improvements in the data loading pipeline for the MATH dataset. No new features delivered this month; one critical bug fix completed to ensure correct dataset loading and reliable evaluation.
1 Commits
Apr 1, 2025April 2025 monthly summary for allenai/open-instruct focused on stability improvements in the data loading pipeline for the MATH dataset. No new features delivered this month; one critical bug fix completed to ensure correct dataset loading and reliable evaluation.
April 2025
December 2024
1 Commits • 1 Features
Dec 1, 2024Month: 2024-12 — Open-instruct: delivered foundational data quality improvements by establishing a Data Decontamination Setup, enabling scalable data cleaning workflows for downstream model training and evaluation.
December 2024
1 Commits • 1 Features
Dec 1, 2024Month: 2024-12 — Open-instruct: delivered foundational data quality improvements by establishing a Data Decontamination Setup, enabling scalable data cleaning workflows for downstream model training and evaluation.
November 2024
4 Commits • 1 Features
Nov 1, 2024November 2024 — Delivered a focused set of enhancements to the evaluation framework for allenai/open-instruct, emphasizing broader task coverage, faster data processing, and standardized evaluation across the stack.
4 Commits • 1 Features
Nov 1, 2024November 2024 — Delivered a focused set of enhancements to the evaluation framework for allenai/open-instruct, emphasizing broader task coverage, faster data processing, and standardized evaluation across the stack.
November 2024
October 2024
1 Commits • 1 Features
Oct 1, 2024October 2024: Implemented Training Data Decontamination feature for allenai/open-instruct to improve data integrity and evaluation reliability. Introduced decontamination workflow that identifies matching training instances to evaluation datasets, with configurable n-gram and vector matching via search script and a --decontaminate flag for direct removal. Added improved logging and documentation updates, and completed related bug fixes. Commit: 6ec8adf7a2021dc888c77ae2c823178d22657281.
October 2024
1 Commits • 1 Features
Oct 1, 2024October 2024: Implemented Training Data Decontamination feature for allenai/open-instruct to improve data integrity and evaluation reliability. Introduced decontamination workflow that identifies matching training instances to evaluation datasets, with configurable n-gram and vector matching via search script and a --decontaminate flag for direct removal. Added improved logging and documentation updates, and completed related bug fixes. Commit: 6ec8adf7a2021dc888c77ae2c823178d22657281.
Activity
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Quality Metrics
Correctness90.0%
Maintainability88.6%
Architecture90.0%
Performance85.8%
AI Usage20.0%
Skills & Technologies
Programming Languages
PythonShellText
Technical Skills
ConfigurationConfiguration ManagementData DecontaminationData ManagementData ProcessingDependency ManagementElasticsearchEvaluation FrameworksInformation RetrievalMachine LearningMachine Learning OperationsNatural Language ProcessingPython ScriptingScriptingShell Scripting
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