---
title: ProBERT Demo
emoji: 🎯
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 6.5.1
app_file: app.py
pinned: false
short_description: Detect rhetorical overconfidence in text
license: other
license_name: collapse-index-open-model-license
license_link: https://huggingface.co/collapseindex/ProBERT-1.0/blob/main/LICENSE.md
---

# ProBERT v1.0 - Rhetorical Confidence Detection

**Demo for [collapseindex/ProBERT-1.0](https://huggingface.co/collapseindex/ProBERT-1.0)**

ProBERT detects rhetorical overconfidence patterns in text, classifying across three categories:

- 🟢 **process_clarity** - Clear procedural logic with explicit steps
- 🟠 **rhetorical_confidence** - Assertive claims without supporting evidence  
- 🔴 **scope_blur** - Vague generalizations or abstract statements

## Performance
- **Accuracy:** 95.6%
- **Inference Speed:** 31ms (CPU)
- **Type I Errors (Collapse Index):** 0 (behaviorally stable under perturbations)

## License
[Collapse Index Open Model License v1.0](https://huggingface.co/collapseindex/ProBERT-1.0/blob/main/LICENSE.md) (Permissive use + Attribution)

## Contact
- Website: https://collapseindex.org
- GitHub: https://github.com/collapseindex/ProBERT-1.0
- Email: ask@collapseindex.org