From 19228600f14eea433c54e17c164c4efe3a029d77 Mon Sep 17 00:00:00 2001
From: haoyuren <13851610112@163.com>
Date: Fri, 4 Jul 2025 03:17:39 -0700
Subject: Add GenderBench for group entropy equalization research

- Integrated GenderBench evaluation suite for gender bias testing
- Added modified MBPP.py for enhanced code evaluation
- Setup complete for implementing gender debiasing through entropy minimization
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 genderbench/CONTRIBUTING.md | 39 +++++++++++++++++++++++++++++++++++++++
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 create mode 100644 genderbench/CONTRIBUTING.md

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+# Contributing
+
+Here are some ways you can contribute:
+
+- Implement [new probes](https://genderbench.readthedocs.io/latest/developing_probes.html) or metrics.
+- Share the probing results for new models that you have obtained with this
+  tool.
+- Share anything interesting you have done with this tool.
+- Submit code changes to fix issues or implement new features.
+- Report bugs or suggest features.
+- Fix typos, improve documentation, or update examples.
+- Contribute with credits for various LLM APIs.
+
+## Reporting Issues
+
+Any bugs, issues, ideas for new features, probes, metrics, etc., are welcomed.
+Please create a new GitHub issue.
+
+## Getting Started
+
+Before developing new features, please start a discussion in the _Issues_
+section.
+
+1. Fork and clone the repository.
+2. Install Poetry `pip install poetry`.
+3. Install the library itself `poetry install`.
+4. Develop your code.
+5. Format the code with `poetry run make format`.
+6. Test the code with `poetry run make test`. Develop your own tests if necessary.
+7. Build the documentation if necessary with `cd docs; poetry run make clean html`.
+8. Push the code into the repository and create a pull request.
+
+We appreciate your contributions and look forward to your involvement in
+the project! 🎉
+
+## Licensing
+
+By contributing to this project, you agree that your contributions will be
+licensed under the MIT License.
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