sif_embedding_cosine_sent_comp_2

SIF-embedding

def main(compute_from_scratch=False,
         use_unit_vectors=False,
         alpha=1e-3,  # the parameter in the SIF weighting scheme, usually in the range [3e-5, 3e-3]
         num_removed_components_for_sentence_vectors=2,  # num of principal components to remove in SIF weighting scheme
         pre_process_word_vectors=False,
         num_removed_components_for_word_vectors=0,
         count_words_out_of_vocabulary=True,
         use_idf_weights=True,
         shuffle_corpus=True,
         use_glove_with_spacy=False,
         use_cosine_similarity=True,
         num_neighbors=10,
         only_print_banners=True):

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