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xlmroberta-prostata-ner
YoliGuadir/xlmroberta-prostata-ner
xlmroberta-prostata-ner is a token classification model from YoliGuadir. Use it when you need labels on individual words, such as names.
XLM-RoBERTa-large fine-tuneado para reconocer entidades medicas en historias clinicas de cancer de prostata: biomarcadores, diagnostico, tratamiento, antecedentes.
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At a glance
- Task
- Token Classification
- Model type
- xlm-roberta
- Access
- Public
- Created
- Jun 30, 2026
- Updated
- Jun 30, 2026
- SHA
- a1e7dea0
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Model card
From the Hugging Face model README
XLM-RoBERTa-large + Dataset Prostata — NER Medico
Descripcion
XLM-RoBERTa-large fine-tuneado para reconocer entidades medicas en historias clinicas de cancer de prostata: biomarcadores, diagnostico, tratamiento, antecedentes.
Resultados
| Modelo | F1 | Precision | Recall |
|---|---|---|---|
| bert-base-cased (referencia CoNLL2002) | 0.7592 | 0.7441 | 0.7750 |
| XLM-RoBERTa-large | 0.9537 | 0.9482 | 0.9593 |
| BETO | 0.95 | — | — |
Configuracion
- Dataset: Prostata (formato CoNLL)
- Plataforma: Kaggle T4 x2
- Epocas: 6
- fp16: True
Maestria CODING - Universidad del Valle
Taller Final PLN - Gran Idea 2
- Task
- Token Classification
- Type
- xlm-roberta
- Languages
- es
- Created
- Jun 30, 2026
- Updated
- Jun 30, 2026