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Paddle/demo/sequence_tagging
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emailweixu d6944dec16
Sequence tagging demo (#225) 		8 years ago
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data Sequence tagging demo (#225) 8 years ago
dataprovider.py Sequence tagging demo (#225) 8 years ago
linear_crf.py Sequence tagging demo (#225) 8 years ago
readme.md Sequence tagging demo (#225) 8 years ago
rnn_crf.py Sequence tagging demo (#225) 8 years ago
train.sh Sequence tagging demo (#225) 8 years ago
train_linear.sh Sequence tagging demo (#225) 8 years ago

readme.md

Sequence Tagging

This demo is a sequence model for assigning tags to each token in a sentence. The task is described at CONLL2000 Text Chunking task.

Download data

cd demo/sequence_tagging
./data/get_data.sh

Train model

cd demo/sequence_tagging
./train.sh

Model description

We provide two models. One is a linear CRF model (linear_crf.py) with is equivalent to the one at leon.bottou.org/projects/sgd. The second one is a stacked bidirectional RNN and CRF model (rnn_crf.py).

Model name Number of parameters F1 score
linear_crf 1.8M 0.937
rnn_crf 960K 0.941