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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (5)
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Hits 1 – 20 of 23
1
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading Comprehension ...
Wu, injuan
;
Wu, Shaojuan
;
Zhang, Xiaowang
. - : arXiv, 2022
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2
CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing Signals ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Ren, Yuqi
;
Xiong, Deyi
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.291 Abstract: Most previous studies integrate cognitive language processing signals (e.g., eye-tracking or EEG data) into neural models of natural language processing (NLP) just by directly concatenating word embeddings with cognitive features, ignoring the gap between the two modalities (i.e., textual vs. cognitive) and noise in cognitive features. In this paper, we propose a CogAlign approach to these issues, which learns to align textual neural representations to cognitive features. In CogAlign, we use a shared encoder equipped with a modality discriminator to alternatively encode textual and cognitive inputs to capture their differences and commonalities. Additionally, a text-aware attention mechanism is proposed to detect task-related information and to avoid using noise in cognitive features. Experimental results on three NLP tasks, namely named entity recognition, sentiment analysis and relation extraction, show that CogAlign achieves significant ...
Keyword:
Cognitive Linguistics
;
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://underline.io/lecture/25643-cogalign-learning-to-align-textual-neural-representations-to-cognitive-language-processing-signals
https://dx.doi.org/10.48448/pn9t-2v24
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3
AdaST: Dynamically Adapting Encoder States in the Decoder for End-to-End Speech-to-Text Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Huang, Wuwei
;
Xiong, Deyi
. - : Underline Science Inc., 2021
BASE
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4
Multi-Head Highly Parallelized LSTM Decoder for Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Liu, Qiuhui
;
van Genabith, Josef
. - : Underline Science Inc., 2021
BASE
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5
TGEA: An Error-Annotated Dataset and Benchmark Tasks for TextGeneration from Pretrained Language Models ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
He, Jie
;
Liao, Yi
. - : Underline Science Inc., 2021
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6
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Liu, Qiuhui
;
van Genabith, Josef
. - : Underline Science Inc., 2021
BASE
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7
Bridging between Cognitive Processing Signals and Linguistic Features via a Unified Attentional Network ...
Ren, Yuqi
;
Xiong, Deyi
. - : arXiv, 2021
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8
Chinese WPLC: A Chinese Dataset for Evaluating Pretrained Language Models on Word Prediction Given Long-Range Context ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ge, Huibin
;
Liu, Qun
. - : Underline Science Inc., 2021
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9
RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling ...
Quan, Jun
;
Zhang, Shian
;
Cao, Qian
. - : arXiv, 2020
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10
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers ...
Xu, Hongfei
;
van Genabith, Josef
;
Liu, Qiuhui
. - : arXiv, 2020
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11
Modeling Homophone Noise for Robust Neural Machine Translation ...
Qin, Wenjie
;
Li, Xiang
;
Sun, Yuhui
. - : arXiv, 2020
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12
Merging External Bilingual Pairs into Neural Machine Translation ...
Wang, Tao
;
Kuang, Shaohui
;
Xiong, Deyi
. - : arXiv, 2019
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13
BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels ...
Jing, Yimin
;
Xiong, Deyi
;
Zhen, Yan
. - : arXiv, 2019
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14
Fusing Recency into Neural Machine Translation with an Inter-Sentence Gate Model ...
Kuang, Shaohui
;
Xiong, Deyi
. - : arXiv, 2018
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15
Modeling Source Syntax for Neural Machine Translation ...
Li, Junhui
;
Xiong, Deyi
;
Tu, Zhaopeng
. - : arXiv, 2017
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16
Linguistically Motivated Statistical Machine Translation : Models and Algorithms
Xiong, Deyi
[Verfasser];
Zhang, Min
[Verfasser]. - Puchong, Selangor D.E. : Springer Singapore, 2016
DNB Subject Category Language
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17
BattRAE: Bidimensional Attention-Based Recursive Autoencoders for Learning Bilingual Phrase Embeddings ...
Zhang, Biao
;
Xiong, Deyi
;
Su, Jinsong
. - : arXiv, 2016
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18
Linguistically Motivated Statistical Machine Translation : Models and Algorithms
Xiong, Deyi
[Verfasser];
Zhang, Min
[Verfasser]. - Puchong, Selangor D.E. : Springer Singapore, 2015
DNB Subject Category Language
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19
Combining documentation and research: ongoing work on an endangered language
Michaud, Alexis
;
Guillaume, Séverine
;
Hardie, Andrew
...
In: Proceedings of IALP 2012 (2012 International Conference on Asian Language Processing) ; IALP 2012 (2012 International Conference on Asian Language Processing) ; https://halshs.archives-ouvertes.fr/halshs-00731261 ; IALP 2012 (2012 International Conference on Asian Language Processing), 2012, Hanoi, Vietnam. pp.169-172 (2012)
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20
Combining documentation and research: ongoing work on an endangered language
Michaud, Alexis
;
Guillaume, Séverine
;
Hardie, Andrew
...
In: Proceedings of IALP 2012 (2012 International Conference on Asian Language Processing) ; IALP 2012 (2012 International Conference on Asian Language Processing) ; https://halshs.archives-ouvertes.fr/halshs-00731261 ; IALP 2012 (2012 International Conference on Asian Language Processing), 2012, Hanoi, Vietnam. pp.169-172 (2012)
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