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🪐 Weasel Project: Named Entity Recognition (CoNLL-2003)

📋 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 Weasel documentation.

⏯ Commands

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

Command Description
corpus Convert the data to spaCy's format
vectors Convert, truncate and prune the vectors.
train Train the full pipeline
evaluate Evaluate on the test data and save the metrics
clean Remove intermediate files

⏭ Workflows

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

Workflow Steps
all vectorscorpustrainevaluate

🗂 Assets

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

File Source Description
assets/vectors.zip URL GloVe vectors
assets/conll2003/dev.iob Local Development data (not available publicly so you have to add the file yourself)
assets/conll2003/test.iob Local Test data (not available publicly so you have to add the file yourself)
assets/conll2003/train.iob Local Training data (not available publicly so you have to add the file yourself)
assets/orth_variants.json URL A file containing orth variants for data augmentation