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JiayueXiong

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Jiayuexiong

Developed the InsertPunctuationConverter feature for the Azure/PyRIT repository, focusing on enhancing prompt robustness in large language models. This module enables configurable insertion of punctuation either between or within words, allowing for adjustable perturbation ratios to stress-test prompt handling. The implementation leveraged Python and Jinja, with comprehensive unit tests designed to validate the module’s effectiveness across diverse scenarios. By linking this work to the Moonshot Attack Module, the developer enabled measurable evaluation of prompt perturbation impacts, supporting safer deployment of LLM-driven features. The project emphasized natural language processing, prompt engineering, and rigorous software testing to improve model resilience and data integrity.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
234
Activity Months1

Work History

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 - Azure/PyRIT: Delivered the InsertPunctuationConverter feature to stress-test prompt robustness. Implemented a configurable punctuation perturbation module (insertions between words or within words) with adjustable ratios, accompanied by comprehensive unit tests. This work advances prompt reliability and model resilience, supporting safer deployment of LLM-driven features. Linked to Moonshot Attack Module (#475) with commit d4a0e79a7fe1c25befcce4a861b01446f21b83ed, enabling measurable evaluation of prompt perturbation impact.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

JinjaPython

Technical Skills

Natural Language ProcessingPrompt EngineeringSoftware DevelopmentTesting

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

Azure/PyRIT

Feb 2025 Feb 2025
1 Month active

Languages Used

JinjaPython

Technical Skills

Natural Language ProcessingPrompt EngineeringSoftware DevelopmentTesting