README.md

metadata

title: Word Importance Evaluator
emoji: 🔬
colorFrom: yellow
colorTo: blue
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
license: mit

Word Importance Evaluator

Drop-one embedding analysis using sentence-transformers/static-retrieval-mrl-en-v1.

Each word's importance score = the semantic distance introduced by omitting that word from the prompt (higher = more critical to the meaning).

Features

• Importance bar chart — horizontal bars coloured by a hot→cold colormap, with a draggable threshold line
• Distribution per word — violin-style sampled spread showing where each word's importance would land under paraphrase jitter
• Threshold filter — highlighted HTML output and summary of words above the cutoff
• Multi-line prompt support — all lines are concatenated into a single word list

Usage

1. Paste a prompt (e.g. a Stable Diffusion caption)
2. Adjust the importance threshold (default 0.30)
3. Adjust distribution sample count if desired
4. Click Analyse →

Files

File	Purpose
app.py	Full Gradio Space — core evaluator code is unchanged
requirements.txt	Python dependencies