healthsea_spancat

🪐 spaCy Project: Healthsea-Spancat

This spaCy project uses the Healthsea dataset to compare the performance between the Spancat and NER architecture.

📋 project.yml

The project.yml defines the data assets required by the project, as well as the available commands and workflows. For details, see the spaCy projects documentation.

⏯ Commands

The following commands are defined by the project. They can be executed using spacy project run [name]. Commands are only re-run if their inputs have changed.

Command	Description
preprocess	Format .jsonl annotations into .spacy training format for NER and Spancat
train_ner	Train an NER model
train_spancat	Train a Spancat model
evaluate_ner	Evaluate the trained NER model
evaluate_spancat	Evaluate the trained Spancat model
evaluate	Evaluate NER vs Spancat on the dev dataset and create a detailed performance analysis which is saved in the metrics folder
reset	Reset the project to its original state and delete all training process

⏭ Workflows

The following workflows are defined by the project. They can be executed using spacy project run [name] and will run the specified commands in order. Commands are only re-run if their inputs have changed.

Workflow	Steps
all	preprocess → train_ner → train_spancat → evaluate
ner	preprocess → train_ner → evaluate_ner
spancat	preprocess → train_spancat → evaluate_spancat

🗂 Assets

The following assets are defined by the project. They can be fetched by running spacy project assets in the project directory.

File	Source	Description
assets/annotation.jsonl	URL	NER annotations exported from Prodigy with 5000 examples and 2 labels