[1]. Christopher Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven Bethard, and David McClosky. 2014. The Stanford CoreNLP natural language pro- cessing toolkit. In Proceedings of 52nd Annual Meeting of the Association for Computational Lin- guistics: System Demonstrations, pages 55–60, Bal- timore, Maryland. Association for Computational Linguistics.
[2]. Straka, Milan, and Jana Straková. 2017. Tokenizing, POS tagging, lemmatizing and parsing UD 2.0 with UDPipe. In Proceedings of the CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Univer- sal Dependencies, pages 88–99, Vancouver, Canada. Association for Computational Linguistics.
[3]. Alan Akbik, Tanja Bergmann, Duncan Blythe, Kashif Rasul, Stefan Schweter, and Roland Vollgraf. 2019. FLAIR: An easy-to-use framework for state-of-the- art NLP. In Proceedings of the 2019 Confer- ence of the North American Chapter of the Asso- ciation for Computational Linguistics (Demonstra- tions), pages 54–59, Minneapolis, Minnesota. Asso- ciation for Computational Linguistics.
[4]. Peng Qi, Yuhao Zhang, Yuhui Zhang, Jason Bolton, and Christopher D. Manning. 2020. Stanza: A python natural language processing toolkit for many human languages. In Proceedings of the 58th An- nual Meeting of the Association for Computational Linguistics: System Demonstrations, pages 101– 108, Online. Association for Computational Linguistics.
[5]. Kevin Clark, Minh-Thang Luong, Quoc V. Le, and Christopher D. Manning. 2020. ELECTRA: pre-training text encoders as discriminators rather than generators. In 8th International Confer- ence on Learning Representations, ICLR 2020, Ad- dis Ababa, Ethiopia, April 26-30, 2020. OpenRe- view.net.
[6]. Hang Yan, Bocao Deng, Xiaonan Li, and Xipeng Qiu. 2019a. Tener: Adapting transformer encoder for named entity recognition.
[7]. Jason M. Eisner. 1996. Three new probabilistic models for dependency parsing: An exploration. In COL- ING 1996 Volume 1: The 16th International Confer- ence on Computational Linguistics.
[8]. Kevin Clark, Minh-Thang Luong, Urvashi Khandel- wal, Christopher D. Manning, and Quoc V. Le. 2019. BAM! born-again multi-task networks for natural language understanding. In Proceedings of the 57th Annual Meeting of the Association for Computa- tional Linguistics, pages 5931–5937, Florence, Italy. Association for Computational Linguistics.
[9]. Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pier- ric Cistac, Tim Rault, Re ́mi Louf, Morgan Funtow- icz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander M. Rush. 2019. Huggingface’s transformers: State-of-the-art natural language processing. ArXiv, abs/1910.03771.
[10]. Timothy Dozat and Christopher D. Manning. 2017. Deep biaffine attention for neural dependency pars- ing. In 5th International Conference on Learning Representations, ICLR 2017, Toulon, France, April 24-26, 2017, Conference Track Proceedings. Open- Review.net.
[11]. Wanxiang Che, Meishan Zhang, Yanqiu Shao, and Ting Liu. 2012. SemEval-2012 task 5: Chinese semantic dependency parsing. In **SEM 2012: The First Joint Conference on Lexical and Computational Seman- tics – Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Eval- uation (SemEval 2012)*, pages 378–384, Montre ́al, Canada. Association for Computational Linguistics.