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1
Semantics-Preserved Distortion for Personal Privacy Protection ...
Peng, Letian; Li, Zuchao; Zhao, Hai. - : arXiv, 2022
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2
Pre-training Universal Language Representation ...
Li, Yian; Zhao, Hai. - : arXiv, 2021
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3
Head-driven Phrase Structure Parsing in O($n^3$) Time Complexity ...
Abstract: Constituent and dependency parsing, the two classic forms of syntactic parsing, have been found to benefit from joint training and decoding under a uniform formalism, Head-driven Phrase Structure Grammar (HPSG). However, decoding this unified grammar has a higher time complexity ($O(n^5)$) than decoding either form individually ($O(n^3)$) since more factors have to be considered during decoding. We thus propose an improved head scorer that helps achieve a novel performance-preserved parser in $O$($n^3$) time complexity. Furthermore, on the basis of this proposed practical HPSG parser, we investigated the strengths of HPSG-based parsing and explored the general method of training an HPSG-based parser from only a constituent or dependency annotations in a multilingual scenario. We thus present a more effective, more in-depth, and general work on HPSG parsing. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2105.09835
https://arxiv.org/abs/2105.09835
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4
Multi-tasking Dialogue Comprehension with Discourse Parsing ...
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5
Structural Pre-training for Dialogue Comprehension ...
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6
Smoothing Dialogue States for Open Conversational Machine Reading ...
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7
Dialogue Graph Modeling for Conversational Machine Reading ...
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8
Dialogue-oriented Pre-training ...
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9
Pre-training Universal Language Representation ...
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10
Unsupervised Neural Machine Translation with Universal Grammar ...
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11
Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Model ...
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12
Enhancing Language Generation with Effective Checkpoints of Pre-trained Language Model ...
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13
Syntax Role for Neural Semantic Role Labeling ...
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14
Tracing Origins: Coreference-aware Machine Reading Comprehension ...
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15
Syntax-aware Data Augmentation for Neural Machine Translation ...
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16
Cross-lingual Supervision Improves Unsupervised Neural Machine Translation ...
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17
Syntax Role for Neural Semantic Role Labeling ...
Li, Zuchao; Zhao, Hai; He, Shexia. - : arXiv, 2020
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18
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment ...
Li, Yian; Zhao, Hai. - : arXiv, 2020
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19
Learning Universal Representations from Word to Sentence ...
Li, Yian; Zhao, Hai. - : arXiv, 2020
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20
BURT: BERT-inspired Universal Representation from Twin Structure ...
Li, Yian; Zhao, Hai. - : arXiv, 2020
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