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1
Zero-shot Cross-lingual Conversational Semantic Role Labeling ...
Abstract: While conversational semantic role labeling (CSRL) has shown its usefulness on Chinese conversational tasks, it is still under-explored in non-Chinese languages due to the lack of multilingual CSRL annotations for the parser training. To avoid expensive data collection and error-propagation of translation-based methods, we present a simple but effective approach to perform zero-shot cross-lingual CSRL. Our model implicitly learns language-agnostic, conversational structure-aware and semantically rich representations with the hierarchical encoders and elaborately designed pre-training objectives. Experimental results show that our model outperforms all baselines by large margins on two newly collected English CSRL test sets. More importantly, we confirm the usefulness of CSRL to non-Chinese conversational tasks such as the question-in-context rewriting task in English and the multi-turn dialogue response generation tasks in English, German and Japanese by incorporating the CSRL information into the downstream ... : NAACL 2022 findings ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2204.04914
https://dx.doi.org/10.48550/arxiv.2204.04914
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2
TexSmart: A System for Enhanced Natural Language Understanding ...
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3
Domain-Adaptive Pretraining Methods for Dialogue Understanding ...
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4
Exophoric Pronoun Resolution in Dialogues with Topic Regularization ...
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5
DyLex: Incorporating Dynamic Lexicons into BERT for Sequence Labeling ...
Wang, Baojun; Zhang, Zhao; Xu, Kun. - : arXiv, 2021
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6
DyLex: Incoporating Dynamic Lexicons into BERT for Sequence Labeling ...
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7
Semantic Role Labeling Guided Multi-turn Dialogue ReWriter ...
Xu, Kun; Tan, Haochen; Song, Linfeng. - : arXiv, 2020
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8
Larch in the Changing Climate
Xu, Kun. - 2018
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9
Is There a Processing Preference for Object Relative Clauses in Chinese? Evidence From ERPs
Bulut, Talat; Cheng, Shih-Kuen; Xu, Kun-Yu. - : Frontiers Media S.A., 2018
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