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A Scalable Tool for Measuring Manner and Result Verbs in Developmental Language Research

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Divyesh Pratap Singh, Dakshesh Gusain, Federica Bulgarelli, Alison Eisel Hendricks, John Beavers, Nathan M. Beers, Ifeoma Nwogu

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ์—ฐ๊ตฌ๋Š” ์–ธ์–ด ๋ฐœ๋‹ฌ ์—ฐ๊ตฌ์—์„œ ์ค‘์š”ํ•œ ๋‹จ์„œ๊ฐ€ ๋˜๋Š” ๋ฐฉ์‹ ๋™์‚ฌ(manner verbs)์™€ ๊ฒฐ๊ณผ ๋™์‚ฌ(result verbs)๋ฅผ ๋Œ€๊ทœ๋ชจ๋กœ ์ธก์ •ํ•˜๊ธฐ ์–ด๋ ค์šด ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค. ์–ธ์–ดํ•™์  ํ”„๋กฌํ”„ํŠธ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ๋กœ ๋ฌธ์žฅ ๋‹จ์œ„์˜ ์ฃผ์„ ๋ฐ์ดํ„ฐ๋ฅผ ์ƒ์„ฑํ•˜๊ณ , ์ด๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ RoBERTa ๋ชจ๋ธ์„ ํ•™์Šต์‹œ์ผœ ๋†’์€ ์ •ํ™•๋„๋กœ ๋‘ ์ข…๋ฅ˜์˜ ๋™์‚ฌ๋ฅผ ์‹๋ณ„ํ•˜๋Š” ๊ณ„์‚ฐ์  ์ ‘๊ทผ๋ฒ•์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ฐฉ๋ฒ•๋ก ์€ ํ–ฅํ›„ ์–ธ์–ด ๋ฐœ๋‹ฌ ์—ฐ๊ตฌ ๋ฐ ๋‹ค์–‘ํ•œ ์–ธ์–ด ๋ฐ์ดํ„ฐ์…‹์—์„œ ๋™์‚ฌ ์˜๋ฏธ๋ก  ์—ฐ๊ตฌ๋ฅผ ์ง€์›ํ•  ์ˆ˜ ์žˆ๋Š” ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ์ธก์ • ๋„๊ตฌ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ๊ณผ ์–ธ์–ดํ•™์  ํ”„๋กฌํ”„ํŠธ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ๊ธฐ์กด์— ๋ถ€์กฑํ–ˆ๋˜ ๋ฐฉ์‹/๊ฒฐ๊ณผ ๋™์‚ฌ ๋ถ„๋ฅ˜๋ฅผ ์œ„ํ•œ ์ฃผ์„ ๋ฐ์ดํ„ฐ๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ์ƒ์„ฑํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
RoBERTa ๊ธฐ๋ฐ˜์˜ ๋ถ„๋ฅ˜ ๋ชจ๋ธ์€ ๋†’์€ ์ •ํ™•๋„๋กœ ๋ฐฉ์‹ ๋™์‚ฌ์™€ ๊ฒฐ๊ณผ ๋™์‚ฌ๋ฅผ ๊ตฌ๋ถ„ํ•˜์—ฌ, ์–ธ์–ด ๋ฐœ๋‹ฌ ์—ฐ๊ตฌ์—์„œ ๋™์‚ฌ ํ•™์Šต์— ๋Œ€ํ•œ ํ†ต์ฐฐ๋ ฅ์„ ์ œ๊ณตํ•  ์ˆ˜ ์žˆ๋Š” ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ๋„๊ตฌ๋ฅผ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๊ฒฝ๊ณ„์„ ์ƒ์˜ ์‚ฌ๋ก€, ๋ณตํ•ฉ์ ์ธ ์˜๋ฏธ๋ฅผ ๊ฐ€์ง„ ๋™์‚ฌ, ๊ทธ๋ฆฌ๊ณ  ์‹ค์ œ ์–ธ์–ด ๋ฐœ๋‹ฌ ์—ฐ๊ตฌ์—์„œ์˜ ์ ์šฉ์— ๋Œ€ํ•œ ์ถ”๊ฐ€์ ์ธ ๊ฒ€์ฆ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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