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Look-up and Adapt: A One-shot Semantic Parser #130

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tm4roon opened this issue Nov 12, 2020 · 0 comments
Open

Look-up and Adapt: A One-shot Semantic Parser #130

tm4roon opened this issue Nov 12, 2020 · 0 comments
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Semantic Parsing Semantic Parsing
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EMNLP

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tm4roon commented Nov 12, 2020

Look-up and Adapt: A One-shot Semantic Parser

Semantic ParsingにOne-shot learningを導入した論文。近年広く利用されているNeural semantic parsing modelはドメイン外の入力に非常に弱いので、メモリに自然言語文と形式表現のペアを保持しておき、入力文に応じて類似したデータをメモリから呼び出し適宜チューニングを行う。ベースラインと比べて68.8%もの性能改善。

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@tm4roon tm4roon added the Semantic Parsing Semantic Parsing label Nov 12, 2020
@tm4roon tm4roon added this to 2019 in EMNLP Nov 12, 2020
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