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1
Integrating Vectorized Lexical Constraints for Neural Machine Translation ...
Wang, Shuo; Tan, Zhixing; Liu, Yang. - : arXiv, 2022
Abstract: Lexically constrained neural machine translation (NMT), which controls the generation of NMT models with pre-specified constraints, is important in many practical scenarios. Due to the representation gap between discrete constraints and continuous vectors in NMT models, most existing works choose to construct synthetic data or modify the decoding algorithm to impose lexical constraints, treating the NMT model as a black box. In this work, we propose to open this black box by directly integrating the constraints into NMT models. Specifically, we vectorize source and target constraints into continuous keys and values, which can be utilized by the attention modules of NMT models. The proposed integration method is based on the assumption that the correspondence between keys and values in attention modules is naturally suitable for modeling constraint pairs. Experimental results show that our method consistently outperforms several representative baselines on four language pairs, demonstrating the superiority of ... : Accepted by ACL 2022 (main conference) ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2203.12210
https://arxiv.org/abs/2203.12210
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2
Contextual Semantic-Guided Entity-Centric GCN for Relation Extraction
In: Mathematics; Volume 10; Issue 8; Pages: 1344 (2022)
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3
Virtual Reality-Integrated Immersion-Based Teaching to English Language Learning Outcome
In: Front Psychol (2022)
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4
Unframing and reframing shanshui
Liu, Yang. - 2022
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5
Alternated Training with Synthetic and Authentic Data for Neural Machine Translation ...
Jiao, Rui; Yang, Zonghan; Sun, Maosong. - : arXiv, 2021
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6
CPM-2: Large-scale Cost-effective Pre-trained Language Models ...
Zhang, Zhengyan; Gu, Yuxian; Han, Xu. - : arXiv, 2021
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7
VISITRON: Visual Semantics-Aligned Interactively Trained Object-Navigator ...
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8
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ...
Wang, Jialu; Liu, Yang; Wang, Xin Eric. - : arXiv, 2021
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9
Dialog{S}um: {A} Real-Life Scenario Dialogue Summarization Dataset ...
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10
Transfer Learning for Sequence Generation: from Single-source to Multi-source ...
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11
Mask-Align: Self-Supervised Neural Word Alignment ...
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12
Segment, Mask, and Predict: Augmenting Chinese Word Segmentation with Self-Supervision ...
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13
Learning to Selectively Learn for Weakly-supervised Paraphrase Generation ...
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14
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Yang, Xiaohan; Liu, Yang. - : arXiv, 2021
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15
Analyzing the Limits of Self-Supervision in Handling Bias in Language ...
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16
Statistically significant detection of semantic shifts using contextual word embeddings ...
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17
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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18
Statistically Significant Detection of Semantic Shifts using Contextual Word Embeddings ...
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19
Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation ...
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20
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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