Papers › Discontinuous Constituent Parsing as Sequence Labeling

Discontinuous Constituent Parsing as Sequence Labeling

1 Oct 2020EMNLP 2020 11arXiv:2010.00633archive 2025-07-28

David Vilares, Carlos Gómez-Rodríguez

This paper reduces discontinuous parsing to sequence labeling. It first shows that existing reductions for constituent parsing as labeling do not support discontinuities. Second, it fills this gap and proposes to encode tree discontinuities as nearly ordered permutations of the input sequence. Third, it studies whether such discontinuous representations are learnable. The experiments show that despite the architectural simplicity, under the right representation, the models are fast and accurate.

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log_sum_exp aghie/disco2labels/NCRF/model/crf.py official repository ran · our draft was wrong fingerprinted MIT (permissive) · 8e960fbb64668568 · report
accuracy aghie/disco2labels/run_token_classifier.py official repository unverified MIT (permissive) · b53cb159746bdff2 · report
convert_examples_to_features aghie/disco2labels/run_token_classifier.py official repository unverified MIT (permissive) · 7da1402502e66d3f · report
evaluate aghie/disco2labels/run_token_classifier.py official repository unverified MIT (permissive) · a2def652050ab186 · report
feats_from_tag aghie/disco2labels/encode.py official repository unverified MIT (permissive) · 23f0de93a3d0ff93 · report
flat_list aghie/disco2labels/utils.py official repository unverified MIT (permissive) · 53d9f1456106deb1 · report
prepare_sents_and_labels aghie/disco2labels/decode.py official repository unverified MIT (permissive) · bfe895901e49dc6b · report
rebuild_input_sentence aghie/disco2labels/utils.py official repository unverified MIT (permissive) · de3505ddfb148107 · report
split_label aghie/disco2labels/utils.py official repository unverified MIT (permissive) · 89ba85eeed24dcbf · report
transform_split aghie/disco2labels/encode.py official repository unverified MIT (permissive) · 53def4ceb32d3252 · report

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