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Overview of the PICO recognition tool development. We compared two optional ways for training the LSTM-CRF model (in blue): 1) with random initialization of model parameters (green, on the left); 2) “pretrain” the model with the same architecture on EBM-NLP corpus, resulting in a better parameter initialization.
