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1
Multilingual Neural Machine Translation:Can Linguistic Hierarchies Help? ...
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2
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection ...
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3
Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training ...
Wu, Minghao; Li, Yitong; Zhang, Meng. - : arXiv, 2021
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4
Neural-Symbolic Commonsense Reasoner with Relation Predictors ...
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5
Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.214 Abstract: Event detection (ED) aims at detecting event trigger words in sentences and classifying them into specific event types. In real-world applications, ED typically does not have sufficient labeled data, thus can be formulated as a few-shot learning problem. To tackle the issue of low sample diversity in few-shot ED, we propose a novel knowledge-based few-shot event detection method which uses a definition-based encoder to introduce external event knowledge as the knowledge prior of event types. Furthermore, as external knowledge typically provides limited and imperfect coverage of event types, we introduce an adaptive knowledge-enhanced Bayesian meta-learning method to dynamically adjust the knowledge prior of event types. Experiments show our method consistently and substantially outperforms a number of baselines by at least 15 absolute $F_1$ points under the same few-shot settings. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/26305-adaptive-knowledge-enhanced-bayesian-meta-learning-for-few-shot-event-detection
https://dx.doi.org/10.48448/sv5h-as26
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6
Learning to Explain: Generating Stable Explanations Fast ...
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7
It Is Not As Good As You Think! Evaluating Simultaneous Machine Translation on Interpretation Data ...
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8
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers ...
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9
Cognition-aware Cognate Detection ...
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10
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection ...
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11
Multilingual Neural Machine Translation: Can Linguistic Hierarchies Help? ...
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12
Multilingual Simultaneous Neural Machine Translation ...
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13
Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training ...
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14
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages ...
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15
Two-Stage Recognition and beyond for Compound Facial Emotion Recognition
In: Electronics ; Volume 10 ; Issue 22 (2021)
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16
Psychometric properties of modified MOS social support survey 5-item (MSSS-5-item) among Iranian older adults
In: BMC Geriatr (2021)
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17
Concurrent Group-Dynamic Assessment of Intermediate EFL Learners’ Receptive and Productive Vocabulary Size
In: Porta Linguarum: revista internacional de didáctica de las lenguas extranjeras, ISSN 1697-7467, Nº. 36, 2021, pags. 119-137 (2021)
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