aboutcode-org / aboutcode-org/scancode-toolkit
[GSoC] Train DeBERTa NER model for required phrase prediction
Abierto
GSoC
- Lenguaje dominante
- Python
- Estrellas
- 2.6k
- Forks
- 791
- Merge medio
- 1 d 12 h
- PR fusionados (30 d)
- 5
Descripción
continuation of #5077. uses the BIOES dataset produced there
## Goal
Finetune DeBERTa-v3-large to predict required phrase spans in license rule text using BIOES labels
## Tasks
- Subword tokenization with label alignment (-100 for continuation tokens)
- Training with class-weighted loss (handle O vs B/I/E/S imbalance)
- Include negative samples (rules without markers, all-O labels) for balanced training
- Evaluation: token F1, exact span match
- ONNX export for CPU inference
Guía de contribución
Evaluación
Este issue todavía no se ha evaluado.