README.md

metadata

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

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 (Permissive use + Attribution)

Contact

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