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  ---
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  title: ProBERT Demo
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- emoji: 🐨
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- colorFrom: purple
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- colorTo: indigo
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  sdk: gradio
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  sdk_version: 6.5.1
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  app_file: app.py
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  pinned: false
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- license: other
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  short_description: Detect rhetorical overconfidence in text
 
 
 
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  title: ProBERT Demo
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+ emoji: 🎯
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+ colorFrom: blue
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+ colorTo: green
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  sdk: gradio
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  sdk_version: 6.5.1
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  app_file: app.py
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  pinned: false
 
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  short_description: Detect rhetorical overconfidence in text
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+ license: other
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+ license_name: collapse-index-open-model-license
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+ license_link: https://huggingface.co/collapseindex/ProBERT-1.0/blob/main/LICENSE.md
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  ---
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+ # ProBERT v1.0 - Rhetorical Confidence Detection
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+ **Demo for [collapseindex/ProBERT-1.0](https://huggingface.co/collapseindex/ProBERT-1.0)**
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+ ProBERT detects rhetorical overconfidence patterns in text, classifying across three categories:
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+ - 🟢 **process_clarity** - Clear procedural logic with explicit steps
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+ - 🟠 **rhetorical_confidence** - Assertive claims without supporting evidence
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+ - 🔴 **scope_blur** - Vague generalizations or abstract statements
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+
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+ ## Performance
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+ - **Accuracy:** 95.6%
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+ - **Inference Speed:** 31ms (CPU)
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+ - **Type I Errors (Collapse Index):** 0 (behaviorally stable under perturbations)
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+
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+ ## License
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+ [Collapse Index Open Model License v1.0](https://huggingface.co/collapseindex/ProBERT-1.0/blob/main/LICENSE.md) (Permissive use + Attribution)
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+
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+ ## Contact
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+ - Website: https://collapseindex.org
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+ - GitHub: https://github.com/collapseindex/ProBERT-1.0
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+ - Email: ask@collapseindex.org