README.md

metadata

title: Interactive Named Entity Recognizer
emoji: 🏷️
colorFrom: purple
colorTo: indigo
sdk: gradio
python_version: '3.10'
app_file: app.py
pinned: false
license: mit

Interactive Named Entity Recognizer (NER)

This is a premium, lightweight, interactive Named Entity Recognition tool designed specifically for computational social science and humanities courses.

Features

• Dual Inputs: Paste raw text directly or upload datasets (.csv, .xlsx, or .txt).
• Flexible Models:
  • spaCy (Local & Fast): Runs high-speed extraction using the standard English model (en_core_web_sm) locally on CPU.
  • Transformers (API Mode): Leverages advanced deep learning models (like BERT-NER) through Hugging Face's Serverless API with your personal access token.
• Beautiful Visual Color-Highlighting: Leverages Gradio's native highlighted text component to render custom color backings for people, locations, and organizations.
• Statistics & Charts: Visualizes entity type distribution in a dark-themed Plotly chart.
• Dual Format Exports: Download full data reports in either CSV or JSON format.