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@@ -22,7 +22,7 @@ base_model: xlm-roberta-base
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  MAKINI is a fine-tuned XLM-RoBERTa model for detecting gender bias in Swahili and African French text. It is the first trained bias detection model for these language variants.
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- Developed by **Iroh Intelligence Labs** (Nairobi, Kenya).
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  ## Labels
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@@ -101,7 +101,7 @@ result = makini("Mwanamke anapaswa kukaa nyumbani na watoto")
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  ## License
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  CC BY-NC 4.0 — Free for research and non-commercial use.
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- Commercial use requires explicit permission from Iroh Intelligence Labs.
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  ## Citation
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  ```bibtex
@@ -109,7 +109,7 @@ Commercial use requires explicit permission from Iroh Intelligence Labs.
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  title = {MAKINI v1: African Language Bias Detection Engine},
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  author = {Wachira, David Maina},
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  year = {2026},
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- publisher = {Iroh Intelligence Labs},
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  url = {https://huggingface.co/Daudipdg/makini-v1},
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  note = {Fine-tuned on AfricaBias-SW-FR. Supported by Gates Foundation / AfriLabs Accelerator}
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  }
 
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  MAKINI is a fine-tuned XLM-RoBERTa model for detecting gender bias in Swahili and African French text. It is the first trained bias detection model for these language variants.
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+ Developed by **Algedi Intelligence Labs** (Nairobi, Kenya).
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  ## Labels
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  ## License
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  CC BY-NC 4.0 — Free for research and non-commercial use.
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+ Commercial use requires explicit permission from Algedi Intelligence Labs.
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  ## Citation
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  ```bibtex
 
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  title = {MAKINI v1: African Language Bias Detection Engine},
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  author = {Wachira, David Maina},
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  year = {2026},
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+ publisher = {Algedi Intelligence Labs},
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  url = {https://huggingface.co/Daudipdg/makini-v1},
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  note = {Fine-tuned on AfricaBias-SW-FR. Supported by Gates Foundation / AfriLabs Accelerator}
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  }