README.md

metadata

title: ForSureLLM
emoji: 🏆
colorFrom: green
colorTo: green
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
license: apache-2.0
short_description: Ultra-fast yes/no/unknown classifier (FR+EN), 2ms CPU
models:
  - jcfossati/ForSureLLM

ForSureLLM — interactive demo

This Space hosts the live demo of ForSureLLM, a 113 MB MiniLM-L12 multilingual model distilled from Claude Sonnet for classifying short French/English phrases as yes / no / unknown.

The ONNX checkpoint is loaded from the jcfossati/ForSureLLM Model repo at startup. Tokenizer and config are bundled in the Space.

Numbers

Metric	Value
Adversarial accuracy (124 cases)	95.2 %
vs Haiku 4.5 zero-shot	+20.2 pts
vs Cosine MiniLM-L12	+27.5 pts
Latency p50 (CPU)	1.8 ms
Model size	113 MB

Source

App and tokenizer/config files are mirrored from space/ in the GitHub repo. Update via python tools/deploy_space.py after each model retrain.