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Lucia Quirke

PROFILE

Lucia Quirke

Developed and integrated a Steered Transformer capability across the red-hat-data-services/lm-evaluation-harness and swiss-ai/lm-evaluation-harness repositories, enabling fine-grained control over Hugging Face model behavior for NLP evaluation tasks. This work introduced a new 'steered' model type that loads steering configurations from PyTorch files or CSVs, supporting rapid experimentation and business-aligned model personalization. The implementation included updates to documentation and expanded test coverage to ensure reliability and cross-repo consistency. Leveraging Python, PyTorch, and CI/CD practices, the developer established a foundation for scalable model steering, facilitating faster feature iteration and broader applicability in machine learning workflows.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
942
Activity Months1

Work History

March 2025

2 Commits • 2 Features

Mar 1, 2025

March 2025 performance summary: Implemented a cross-repo Steered Transformer capability to enable fine-grained steering of Hugging Face models within the LM evaluation harnesses. Delivered a new 'steered' model type and the infrastructure to load steering configurations from PyTorch files or CSVs, alongside documentation updates and tests. This work enables rapid experimentation, personalization potential, and tighter business-aligned control over model behavior for NLP evaluation tasks.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture90.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

PythonYAML

Technical Skills

CI/CDHugging Face TransformersMachine LearningModel SteeringNatural Language ProcessingPyTorchTesting

Repositories Contributed To

2 repos

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

red-hat-data-services/lm-evaluation-harness

Mar 2025 Mar 2025
1 Month active

Languages Used

PythonYAML

Technical Skills

CI/CDHugging Face TransformersMachine LearningModel SteeringNatural Language ProcessingTesting

swiss-ai/lm-evaluation-harness

Mar 2025 Mar 2025
1 Month active

Languages Used

PythonYAML

Technical Skills

CI/CDHugging Face TransformersMachine LearningModel SteeringNatural Language ProcessingPyTorch