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Tapping into non-English-language science for the conservation of global biodiversity. ...
Amano, Tatsuya; Berdejo-Espinola, Violeta; Christie, Alec. - : Apollo - University of Cambridge Repository, 2021
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Tapping into non-English-language science for the conservation of global biodiversity. ...
Amano, Tatsuya; Berdejo-Espinola, Violeta; Christie, Alec P. - : Apollo - University of Cambridge Repository, 2021
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3
Tapping into non-English-language science for the conservation of global biodiversity
In: PLoS Biol (2021)
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Tapping into non-English-language science for the conservation of global biodiversity.
In: essn: 1545-7885 ; nlmid: 101183755 (2021)
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Tapping into non-English-language science for the conservation of global biodiversity
Amano, Tatsuya; Berdejo-Espinola, Violeta; Christie, Alec P.. - : Public Library of Science, 2021. : PLOS Biology, 2021
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Logical Parsing from Natural Language Based on a Neural Translation Model ...
Abstract: Semantic parsing has emerged as a significant and powerful paradigm for natural language interface and question answering systems. Traditional methods of building a semantic parser rely on high-quality lexicons, hand-crafted grammars and linguistic features which are limited by applied domain or representation. In this paper, we propose a general approach to learn from denotations based on Seq2Seq model augmented with attention mechanism. We encode input sequence into vectors and use dynamic programming to infer candidate logical forms. We utilize the fact that similar utterances should have similar logical forms to help reduce the searching space. Under our learning policy, the Seq2Seq model can learn mappings gradually with noises. Curriculum learning is adopted to make the learning smoother. We test our method on the arithmetic domain which shows our model can successfully infer the correct logical forms and learn the word meanings, compositionality and operation orders simultaneously. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1705.03389
https://arxiv.org/abs/1705.03389
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7
Body part measures in Mandarin Chinese
Liu, Yifan. - 2014
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