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Adversarial Learning for Discourse Rhetorical Structure Parsing ...
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XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text Generation ...
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Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language Generation ...
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Breaking the Corpus Bottleneck for Context-Aware Neural Machine Translation with Cross-Task Pre-training ...
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Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.222 Abstract: Context-aware neural machine translation (NMT) remains challenging due to the lack of large-scale document-level parallel corpora. To break the corpus bottleneck, in this paper we aim to improve context-aware NMT by taking the advantage of the availability of both large-scale sentence-level parallel dataset and source-side monolingual documents. To this end, we propose two pre-training tasks. One learns to translate a sentence from source language to target language on the sentence-level parallel dataset while the other learns to translate a document from deliberately noised to original on the monolingual documents. Importantly, the two pre-training tasks are jointly and simultaneously learned via the same model, thereafter fine-tuned on scale-limited parallel documents from both sentence-level and document-level perspectives. Experimental results on four translation tasks show that our approach significantly improves translation ...
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URL: https://dx.doi.org/10.48448/87kj-0s92 https://underline.io/lecture/25551-breaking-the-corpus-bottleneck-for-context-aware-neural-machine-translation-with-cross-task-pre-training
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Extraction of causal relations based on SBEL and BERT model
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In: Database (Oxford) (2021)
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Chemical-induced disease relation extraction with various linguistic features
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Natural Language Processing and Chinese Computing : Second CCF Conference, NLPCC 2013, Chongqing, China, November 15-19, 2013. Proceedings
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UB Frankfurt Linguistik
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Natural Language Processing and Chinese Computing : First CCF Conference, NLPCC 2012, Beijing, China, October 31-November 5, 2012. Proceedings
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UB Frankfurt Linguistik
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