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‎docs/source/refs.bib

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@inproceedings{mcdonald-etal-2005-non,
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title = {Non-Projective Dependency Parsing using Spanning Tree Algorithms},
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author = {McDonald, Ryan and
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Pereira, Fernando and
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Ribarov, Kiril and
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Haji{\v{c}}, Jan},
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Pereira, Fernando and
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Ribarov, Kiril and
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Haji{\v{c}}, Jan},
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booktitle = {Proceedings of EMNLP},
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year = {2005},
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url = {https://www.aclweb.org/anthology/H05-1066},
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address = {Vancouver, British Columbia, Canada},
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publisher = {Association for Computational Linguistics},
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pages = {523--530}
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}
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@@ -16,6 +18,8 @@ @inproceedings{mcdonald-etal-2005-online
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booktitle = {Proceedings of ACL},
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year = {2005},
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url = {https://www.aclweb.org/anthology/P05-1012},
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address = {Ann Arbor, Michigan},
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publisher = {Association for Computational Linguistics},
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pages = {91--98}
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}
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@@ -25,27 +29,34 @@ @inproceedings{mcdonald-pereira-2006-online
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booktitle = {Proceedings of EACL},
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year = {2006},
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url = {https://www.aclweb.org/anthology/E06-1011},
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address = {Trento, Italy},
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publisher = {Association for Computational Linguistics},
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pages = {81--88}
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}
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@inproceedings{buchholz-marsi-2006-conll,
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title = {{C}o{NLL}-{X} Shared Task on Multilingual Dependency Parsing},
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author = {Buchholz, Sabine and Marsi, Erwin},
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author = {Buchholz, Sabine and
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Marsi, Erwin},
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booktitle = {Proceedings of CoNLL},
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year = {2006},
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url = {https://www.aclweb.org/anthology/W06-2920},
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address = {New York City},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/W06-2920},
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pages = {149--164}
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}
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@inproceedings{koo-etal-2007-structured,
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title = {Structured Prediction Models via the Matrix-Tree Theorem},
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author = {Koo, Terry and
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Globerson, Amir and
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Carreras, Xavier and
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Collins, Michael},
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Globerson, Amir and
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Carreras, Xavier and
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Collins, Michael},
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booktitle = {Proceedings of EMNLP},
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year = {2007},
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url = {https://www.aclweb.org/anthology/D07-1015},
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address = {Prague, Czech Republic},
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publisher = {Association for Computational Linguistics},
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pages = {141--150}
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}
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booktitle = {Proceedings of EMNLP},
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year = {2008},
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address = {Honolulu, Hawaii},
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url = {https://www.aclweb.org/anthology/D08-1016},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/D08-1016},
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pages = {145--156}
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}
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@inproceedings{yarin-etal-2016-dropout,
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title = {Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning},
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author = {Yarin Gal and Zoubin Ghahramani},
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booktitle = {Proceedings of ICML},
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author = {Gal, Yarin and Ghahramani, Zoubin},
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year = {2016},
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booktitle = {Proceedings of ICML},
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address = {New York, New York, USA},
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publisher = {PMLR},
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url = {http://proceedings.mlr.press/v48/gal16.html},
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pages = {1050-1059}
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pages = {1050–1059}
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}
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@inproceedings{dozat-etal-2017-biaffine,
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title = {Deep Biaffine Attention for Neural Dependency Parsing},
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author = {Dozat, Timothy and Manning, Christopher D.},
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author = {Dozat, Timothy and Manning, Christopher D.},
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booktitle = {Proceedings of ICLR},
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url = {https://openreview.net/forum?id=Hk95PK9le},
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year = {2017},
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url = {https://openreview.net/forum?id=Hk95PK9le}
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address = {Toulon, France},
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publisher = {OpenReview.net}
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}
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@inproceedings{dozat-etal-2018-simpler,
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@inproceedings{dozat-manning-2018-simpler,
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title = {Simpler but More Accurate Semantic Dependency Parsing},
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author = {Dozat, Timothy and Manning, Christopher D.},
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author = {Dozat, Timothy and
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Manning, Christopher D.},
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booktitle = {Proceedings of ACL},
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year = {2017},
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url = {https://www.aclweb.org/anthology/P18-2077},
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year = {2018},
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address = {Melbourne, Australia},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/P18-2077},
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pages = {484--490}
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}
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@inproceedings{peters-etal-2018-deep,
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title = {Deep Contextualized Word Representations},
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author = {Peters, Matthew E. and
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Neumann, Mark and
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Iyyer, Mohit and
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Gardner, Matt and
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Clark, Christopher and
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Lee, Kenton and
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Zettlemoyer, Luke},
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author = {Peters, Matthew and
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Neumann, Mark and
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Iyyer, Mohit and
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Gardner, Matt and
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Clark, Christopher and
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Lee, Kenton and
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Zettlemoyer, Luke},
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booktitle = {Proceedings of NAACL},
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year = {2018},
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url = {https://aclanthology.org/N18-1202},
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url = {https://www.aclweb.org/anthology/W18-6202},
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address = {New Orleans, Louisiana},
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publisher = {Association for Computational Linguistics},
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pages = {2227--2237}
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}
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@inproceedings{ma-hovy-2017-neural,
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title = {Neural Probabilistic Model for Non-projective {MST} Parsing},
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author = {Ma, Xuezhe and Hovy, Eduard},
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author = {Ma, Xuezhe and
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Hovy, Eduard},
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booktitle = {Proceedings of IJCNLP},
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year = {2017},
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url = {https://www.aclweb.org/anthology/I17-1007},
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address = {Taipei, Taiwan},
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publisher = {Asian Federation of Natural Language Processing},
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url = {https://aclanthology.org/I17-1007},
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pages = {59--69}
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}
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@inproceedings{ma-etal-2018-stack,
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title = {Stack-Pointer Networks for Dependency Parsing},
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author = {Ma, Xuezhe and
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Hu, Zecong and
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Liu, Jingzhou and
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Peng, Nanyun and
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Neubig, Graham and
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Hovy, Eduard},
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Hu, Zecong and
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Liu, Jingzhou and
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Peng, Nanyun and
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Neubig, Graham and
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Hovy, Eduard},
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booktitle = {Proceedings of ACL},
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year = {2018},
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url = {https://www.aclweb.org/anthology/P18-1130},
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address = {Melbourne, Australia},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/P18-1130},
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pages = {1403--1414}
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}
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booktitle = {Proceedings of ACL},
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year = {2019},
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url = {https://www.aclweb.org/anthology/P19-1454},
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address = {Florence, Italy},
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publisher = {Association for Computational Linguistics},
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pages = {4609--4618}
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}
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booktitle = {Proceedings of ACL},
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year = {2019},
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url = {https://www.aclweb.org/anthology/P19-1237},
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address = {Florence, Italy},
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publisher = {Association for Computational Linguistics},
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pages = {2475--2485}
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}
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@inproceedings{wang-tu-2020-second,
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title = {Second-Order Neural Dependency Parsing with Message Passing and End-to-End Training},
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author = {Wang, Xinyu and Tu, Kewei},
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author = {Wang, Xinyu and
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Tu, Kewei},
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booktitle = {Proceedings of AACL},
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year = {2020},
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url = {https://www.aclweb.org/anthology/2020.aacl-main.12},
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address = {Suzhou, China},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/2020.aacl-main.12},
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pages = {93--99}
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}
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@inproceedings{zhang-etal-2020-efficient,
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title = {Efficient Second-Order {TreeCRF} for Neural Dependency Parsing},
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author = {Zhang, Yu and Li, Zhenghua and Zhang Min},
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title = {Efficient Second-Order {T}ree{CRF} for Neural Dependency Parsing},
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author = {Zhang, Yu and
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Li, Zhenghua and
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Zhang, Min},
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booktitle = {Proceedings of ACL},
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year = {2020},
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url = {https://www.aclweb.org/anthology/2020.acl-main.302/},
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pages = {3295–3305}
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address = {Online},
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publisher = {Association for Computational Linguistics},
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url = {https://aclanthology.org/2020.acl-main.302},
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pages = {3295--3305}
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}
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@inproceedings{zhang-etal-2020-fast,
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title = {Fast and Accurate Neural CRF Constituency Parsing},
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author = {Zhang, Yu and Zhou, houquan and Li, Zhenghua},
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booktitle = {Proceedings of IJCAI},
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year = {2020},
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address = {Online},
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publisher = {International Joint Conferences on Artificial Intelligence Organization},
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url = {https://www.ijcai.org/Proceedings/2020/560/},
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pages = {4046-4053}
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}
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@inproceedings{li-etal-2020-high,
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title = {High-order Semantic Role Labeling},
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author = {Li, Zuchao and
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Zhao, Hai and
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Wang, Rui and
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Parnow, Kevin},
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booktitle = {Findings of EMNLP},
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year = {2020},
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address = {Online},
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url = {https://www.aclweb.org/anthology/2020.findings-emnlp.102},
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pages = {1134--1151}
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@inproceedings{devlin-etal-2019-bert,
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title = {{BERT}: Pre-training of Deep Bidirectional Transformers for Language Understanding},
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author = {Devlin, Jacob and
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Chang, Ming-Wei and
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Lee, Kenton and
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Toutanova, Kristina},
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booktitle = {Proceedings of NAACL},
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year = {2019},
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url = {https://www.aclweb.org/anthology/N19-1423},
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address = {Minneapolis, Minnesota},
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publisher = {Association for Computational Linguistics},
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pages = {4171--4186}
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}
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@inproceedings{lafferty-etal-2001-crf,
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title = {Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data},
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author = {Lafferty, John D. and McCallum, Andrew and Pereira, Fernando C. N.},
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booktitle = {Proceedings of ICML},
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year = {2001},
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address = {Williams College, Williamstown, MA, USA},
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publisher = {Morgan Kaufmann},
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url = {http://www.aladdin.cs.cmu.edu/papers/pdfs/y2001/crf.pdf},
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pages = {282–289}
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}
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@inbook{eisner-2000-bilexical,
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author = {Eisner, Jason},
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editor = {Bunt, Harry
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and Nijholt, Anton},
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title = {Bilexical Grammars and their Cubic-Time Parsing Algorithms},
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booktitle = {Advances in Probabilistic and Other Parsing Technologies},
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year = {2000},
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publisher = {Springer Netherlands},
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address = {Dordrecht},
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pages = {29--61},
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url = {https://link.springer.com/chapter/10.1007%2F978-94-015-9470-7_3}
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}

‎supar/models/sdp.py

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class BiaffineSemanticDependencyModel(Model):
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r"""
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The implementation of Biaffine Semantic Dependency Parser :cite:`dozat-etal-2018-simpler`.
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The implementation of Biaffine Semantic Dependency Parser :cite:`dozat-manning-2018-simpler`.
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‎supar/parsers/sdp.py

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class BiaffineSemanticDependencyParser(Parser):
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r"""
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The implementation of Biaffine Semantic Dependency Parser :cite:`dozat-etal-2018-simpler`.
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The implementation of Biaffine Semantic Dependency Parser :cite:`dozat-manning-2018-simpler`.
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"""
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NAME = 'biaffine-semantic-dependency'

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