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README.md

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 short_description: Organization card for HumanizerBench
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-Edit this `README.md` markdown file to author your organization card.
+HumanizerBench is a monthly benchmark of AI humanizers. Every tool rewrites the same freshly generated texts, and every output is scored by five commercial AI detectors alongside meaning preservation and readability.
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+Every input, every humanized output, every detector verdict and the scoring code is published, so the rankings can be recomputed from scratch rather than taken on trust.
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+- Rankings and methodology: [humanizerbench.com](https://humanizerbench.com)
+- - Canonical audit repository: [github.com/HumanizerBench/humanizerbench](https://github.com/HumanizerBench/humanizerbench)
+  - - The same data, loadable: [HumanizerBench/humanizerbench](https://huggingface.co/datasets/HumanizerBench/humanizerbench)
+   
+    - HumanizerBench is operated by [WriteHuman](https://writehuman.ai), one of the tools measured here. WriteHuman gets the same prompts, the same scoring code and the same penalties as every other tool, and its raw runs are published alongside everyone else's.
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