| --- |
| language: |
| - en |
| - fr |
| - es |
| - de |
| - it |
| - pt |
| - zh |
| - ar |
| - ru |
| tags: |
| - text-classification |
| - intent-classification |
| - enterprise-ai |
| - voice-ai |
| - multilingual |
| - distilbert |
| license: mit |
| --- |
| |
| # ConceptNet Intent Classifier |
|
|
| Fine-tuned `distilbert-base-multilingual-cased` on the ConceptNet 4-layer enterprise voice intent taxonomy. |
|
|
| ## Accuracy |
| - Standard test set: **100%** (epochs 4 and 5) |
| - Adversarial holdout: **99.3%** (independently verified — Hugging Face community) |
| - Fast-path classifier: **83%** · <5ms latency |
| - Dataset: 757 examples across 9 languages |
|
|
| ## Independent Evaluation |
| Independently tested by the Hugging Face community (john6666): |
| - Confirmed 99.315% on reconstructed public test split |
| - Grouped lexical-family holdout: 99.78% |
| - Conclusion: "The obvious train/test leakage explanation did not survive that check" |
| - All 4 identified improvements implemented within 24 hours |
|
|
| ## Cascade Performance |
| | Threshold | Fast coverage | Fast accuracy | Final accuracy | |
| |-----------|--------------|---------------|----------------| |
| | 0.50 | 69.2% | 95.0% | 95.9% | |
| | 0.55 | 60.3% | 98.9% | 99.3% | |
| | 0.65 | 43.2% | 100% | 100% | |
|
|
| ## Layer Precedence |
| Mixed semantics: **L4 > L3 > L2 > L1** |
|
|
| ## The 4 Layers |
| - **L1 Basic** — "Do X" — immediate execution |
| - **L2 Context-Aware** — "Do X when Y" — conditional |
| - **L3 Predictive** — "Do X before/ahead of/prior to Y" — proactive |
| - **L4 Autonomous** — "Do X always" — persistent agent |
|
|
| ## Languages |
| English · French · Spanish · German · Italian · Portuguese · Chinese · Arabic · Russian |
|
|
| ## Usage |
| ```python |
| from transformers import pipeline |
| classifier = pipeline("text-classification", model="conceptnetUk/intent-classifier") |
| classifier("Send the report when the contract is signed") |
| ``` |
|
|
| ## Links |
| - Sandbox: https://conceptnet.co.uk/sandbox/ |
| - GitHub: https://github.com/wushu75/ConceptNet |
| - Website: https://conceptnet.co.uk |
|
|
| *© 2026 ConceptNet Ltd · Patents pending* |
