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MMCOMET: A Large-Scale Multimodal Commonsense Knowledge Graph for Contextual Reasoning

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์ €์ž

Eileen Wang, Hiba Arnaout, Dhita Pratama, Shuo Yang, Dangyang Liu, Jie Yang, Josiah Poon, Jeff Pan, Caren Han

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋ฌผ๋ฆฌ์ , ์‚ฌํšŒ์ , ์‚ฌ๊ฑด์  ์ง€์‹์„ ์‹œ๊ฐ ์ •๋ณด์™€ ํ†ตํ•ฉํ•œ ์ตœ์ดˆ์˜ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ƒ์‹ ๊ทธ๋ž˜ํ”„(MMKG)์ธ MMCOMET์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ํšจ์œจ์ ์ธ ์ด๋ฏธ์ง€ ๊ฒ€์ƒ‰์„ ํ†ตํ•ด 90๋งŒ ๊ฐœ ์ด์ƒ์˜ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์‚ผ์ค‘ํ•ญ์„ ํฌํ•จํ•˜๋„๋ก ATOMIC2020 ์ง€์‹ ๊ทธ๋ž˜ํ”„๋ฅผ ํ™•์žฅํ–ˆ์œผ๋ฉฐ, ์ด๋Š” ์ด๋ฏธ์ง€ ์บก์…”๋‹ ๋ฐ ์Šคํ† ๋ฆฌํ…”๋ง๊ณผ ๊ฐ™์€ ๋ณต์žกํ•œ ์ถ”๋ก  ์ž‘์—…์„ ์ง€์›ํ•˜๋Š” ๊ธฐ์กด MMKG์˜ ํ•œ๊ณ„๋ฅผ ํ•ด๊ฒฐํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
ํ…์ŠคํŠธ๋ฟ๋งŒ ์•„๋‹ˆ๋ผ ์‹œ๊ฐ ์ •๋ณด๋ฅผ ํฌํ•จํ•˜๋Š” ํฌ๊ด„์ ์ธ ์ƒ์‹ ์ง€์‹ ๊ทธ๋ž˜ํ”„๋Š” ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ถ”๋ก  ๋ฐ ๋‚ด๋Ÿฌํ‹ฐ๋ธŒ ์ƒ์„ฑ ๋Šฅ๋ ฅ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
MMCOMET์€ ์‹œ๊ฐ์  ์Šคํ† ๋ฆฌํ…”๋ง ์‹คํ—˜์—์„œ ํ…์ŠคํŠธ ์ „์šฉ ์ง€์‹ ๊ทธ๋ž˜ํ”„๋ณด๋‹ค ๋” ํ’๋ถ€ํ•˜๊ณ  ์ผ๊ด€์„ฑ ์žˆ์œผ๋ฉฐ ๋งฅ๋ฝ์— ๋งž๋Š” ์Šคํ† ๋ฆฌ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋Šฅ๋ ฅ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
ํ–ฅํ›„ ๊ณผ์ œ๋กœ๋Š” MMCOMET์˜ ๊ทœ๋ชจ ํ™•์žฅ, ๋‹ค์–‘ํ™”, ๊ทธ๋ฆฌ๊ณ  ์ด๋ฅผ ํ™œ์šฉํ•œ ๋”์šฑ ์ •๊ตํ•œ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ถ”๋ก  ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋“ฑ์ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘