Part-of-Speech Tagging

Averaged Perceptron Tagger

The AveragedPerceptronTagger is a fast and accurate part-of-speech tagger based on the averaged perceptron algorithm.

from rustling.tagging import AveragedPerceptronTagger

# Initialize the tagger
tagger = AveragedPerceptronTagger()

# Train on tagged sentences
tagger.fit([
    [("The", "DT"), ("cat", "NN"), ("sat", "VBD")],
    [("A", "DT"), ("dog", "NN"), ("ran", "VBD")],
])

# Predict tags for new sentences
result = tagger.predict([["The", "dog", "sat"]])
print(result)
# [[('The', 'DT'), ('dog', 'NN'), ('sat', 'VBD')]]