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  ![NAVI Cover](assets/cover.jpg)
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- NAVI (Verification Intelligence) is a hallucination detection safety model designed primarily for policy alignment verification. It reviews various types of text against documents and policies to identify non-compliant or violating content. Optimized for enterprise applications requiring compliance verification for automated text generation, NAVI supports lengthy and complex documents. To push policy verification in the open-source community, we release NAVI-small-preview, an open-weights version of the model we have deployed on the platform. NAVI-small-preview is centered around verifying specifically assitant outputs against policy documents. The full solution is accessible via the [NAVI platform and API](https://naviml.com/).
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  The chart below illustrates NAVI's strong performance on Policy Alignment Verification test set, with the full model achieving an F1 score of 90.4%, outperforming all competitors. NAVI-small-preview also demonstrates impressive results, providing an open-source option with significant improvements over baseline models while maintaining reliable policy alignment verification.
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  ![NAVI Cover](assets/cover.jpg)
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+ NAVI (Verification Intelligence) is a hallucination detection safety model designed primarily for policy alignment verification. It reviews various types of text against documents and policies to identify non-compliant or violating content. Optimized for enterprise applications requiring compliance verification for automated text generation, NAVI supports lengthy and complex documents. To push policy verification in the open-source community, we release NAVI-small-preview, an open-weights version of the model we have deployed on the platform. NAVI-small-preview is centered around verifying specifically assistant outputs against policy documents. The full solution is accessible via the [NAVI platform and API](https://naviml.com/).
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  The chart below illustrates NAVI's strong performance on Policy Alignment Verification test set, with the full model achieving an F1 score of 90.4%, outperforming all competitors. NAVI-small-preview also demonstrates impressive results, providing an open-source option with significant improvements over baseline models while maintaining reliable policy alignment verification.
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