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yajatime's Introduction

🌙 야밤의 자연어처리 타임 (a.k.a. 야자타임)

야자타임의 취지는 한국인 연구자들이 본인 연구를 소개 (혹은 홍보) 하고, 이를 통해 관련 분야의 동향을 들을 수 있는 기회의 장을 마련하는 것입니다.
관련 분야에 대해 깊게 고민해본 분들이 가진 생각이나 그 연구를 하게 된 이유 등, 사람 사는 이야기도 듣는 시간입니다 :)

  • 모더레이터: 문지형, 박성준, 신재민
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⏲️ 매주 목요일 밤 10시 (KST)

Where

🏡 clubhouse

What

👉 Issues

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yajatime's Issues

[2021-04-15] 이환희

KPQA: A Metric for Generative Question Answering Using Keyphrase Weights

In the automatic evaluation of generative question answering (GenQA) systems, it is difficult to assess the correctness of generated answers due to the free-form of the answer. Moreover, there is a lack of benchmark datasets to evaluate the suitability of existing metrics in terms of correctness. To study a better metric for GenQA, we first create high-quality human judgments of correctness on two standard GenQA datasets. Using our human-evaluation datasets, we show that widely used n-gram similarity metrics do not correlate with human judgments. To alleviate this problem, we propose a new metric for evaluating the correctness of GenQA. Specifically, our new metric assigns different weights to each token via keyphrase prediction, thereby judging whether a generated answer sentence captures the key meaning of the reference answer. Our proposed metric shows a significantly higher correlation with human judgments than existing metrics in various datasets.

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