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๐Ÿš€ [2017] Reading Wikipedia to Answer Open-Domain Questions #25

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JudePark96 opened this issue Mar 23, 2021 · 2 comments
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@JudePark96
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๋…ผ๋ฌธ Reading Wikipedia to Answer Open-Domain Questions
์ €์ž Danqi Chen et al
๋งํฌ https://arxiv.org/pdf/1704.00051.pdf
ํ•™ํšŒ arXiv

Contents

1. ์ดˆ๋ก์€ ๋ญ๋ผ๊ณ  ๋งํ•˜๊ณ  ์žˆ์–ด ?

2. ์ฃผ์š” ๊ธฐ์—ฌ์ ์€ ๋ญ์•ผ ?

3. ์ด์ „์˜ ์ ‘๊ทผ๊ณผ๋Š” ๋ญ๊ฐ€ ๋‹ค๋ฅธ ๊ฒƒ ๊ฐ™์•„ ?

4. ์–ด๋–ค ๊ฑธ ์ œ์•ˆํ•  ์ˆ˜ ์žˆ์„๊นŒ ?

5. ๋‹ค์Œ ๋…ผ๋ฌธ์€ ๋ฌด์—‡์„ ์ฝ์–ด์•ผํ• ๊นŒ ?

@JudePark96
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1. ์ดˆ๋ก์€ ๋ญ๋ผ๊ณ  ๋งํ•˜๊ณ  ์žˆ์–ด ?

์ ‘๊ทผ ๋ฐฉ์‹์€ bigram hashing๋ฐ TF-IDF matching ์„ ๊ธฐ๋ฐ˜์œผ๋กœํ•˜๋Š” ๊ฒ€์ƒ‰ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ Wikipedia ๋‹จ๋ฝ์—์„œ ๋‹ต๋ณ€์„ ๊ฐ์ง€ํ•˜๋„๋ก ํ›ˆ๋ จ ๋œ multi-layer recurrent neural network ๋ชจ๋ธ๊ณผ ๊ฒฐํ•ฉํ•ฉ๋‹ˆ๋‹ค.

@JudePark96
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2. ์ฃผ์š” ๊ธฐ์—ฌ์ ์€ ๋ญ์•ผ ?

image

  • Document Retriever
    bigram hashing ๊ณผ TF-IDF matching ์„ ์ด์šฉํ•˜์—ฌ relevant articles ์„ ํšจ๊ณผ์ ์œผ๋กœ ๊ฐ€์ ธ์˜ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

  • Document Reader
    relevant articles ๋กœ multi-layer recurrent neural newtork ๋ฅผ ๊ตฌ์„ฑ, machine reading comprehension ์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

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