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The Wittgensteinian Representation Hypothesis: Is Language the Attractor of Multimodal Convergence?

์ž‘์„ฑ์ž
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์ €์ž

Zhaoyang Zhang, Run Shao, Dongyue Wu, Jiajie Teng, Chao Tao, Jingdong Chen, Haifeng Li

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์„œ๋กœ ๋‹ค๋ฅธ ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ(์ ๊ตฐ, ๋น„์ „, ์–ธ์–ด)์—์„œ ๋…๋ฆฝ์ ์œผ๋กœ ํ•™์Šต๋œ ์‹ ๊ฒฝ๋ง์ด ์™œ ๊ณต์œ ๋œ ํ‘œํ˜„์œผ๋กœ ์ˆ˜๋ ดํ•˜๋Š”์ง€, ๊ทธ๋ฆฌ๊ณ  ์ด ์ˆ˜๋ ด์ด ์–ด๋””๋กœ ํ–ฅํ•˜๋Š”์ง€์— ๋Œ€ํ•œ ๊ทผ๋ณธ์ ์ธ ์งˆ๋ฌธ์— ๋‹ตํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์กด์˜ ๋Œ€์นญ์ ์ธ ์œ ์‚ฌ๋„ ์ธก์ • ๋ฐฉ์‹์œผ๋กœ๋Š” ์ˆ˜๋ ด์˜ ๋ฐฉํ–ฅ์„ฑ์„ ํŒŒ์•…ํ•  ์ˆ˜ ์—†๋‹ค๋Š” ํ•œ๊ณ„๋ฅผ ์ง€์ ํ•˜๋ฉฐ, ๋น„๋Œ€์นญ์ ์ธ ์ •๋ ฌ ์ธก์ • ๋ฐฉ์‹์ธ cycle-kNN์„ ๋„์ž…ํ•˜์—ฌ ์ด๋ฅผ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค. ๊ทธ ๊ฒฐ๊ณผ, ๋น„์–ธ์–ด ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ๊ฐ€ ์–ธ์–ด ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ์˜ ๊ทผ์ ‘ ๊ตฌ์กฐ๋ฅผ ํ–ฅํ•ด ํ›จ์”ฌ ๋” ๊ฐ•ํ•˜๊ฒŒ ์ˆ˜๋ ดํ•˜๋ฉฐ, ์ด๋Š” ์ •๋ณด ๋ณ‘๋ชฉ ์ด๋ก ๊ณผ ์—ฐ๊ฒฐํ•˜์—ฌ ์–ธ์–ด์˜ ์ด์‚ฐ์ ์ด๊ณ  ๊ตฌ์„ฑ์ ์ธ ๊ตฌ์กฐ๊ฐ€ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ํ‘œํ˜„ ์ˆ˜๋ ด์˜ '๊ถ๊ทน์ ์ธ ๋งค๋ ฅ์ฒด(attractor)'์ž„์„ ์ œ์•ˆํ•˜๋Š” '๋น„ํŠธ๊ฒ์Šˆํƒ€์ธ ํ‘œํ˜„ ๊ฐ€์„ค'์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๋…๋ฆฝ์ ์œผ๋กœ ํ•™์Šต๋œ ๋‹ค์–‘ํ•œ ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ์˜ ์‹ ๊ฒฝ๋ง ํ‘œํ˜„์ด ์–ธ์–ด์˜ ๊ตฌ์กฐ๋ฅผ ์ค‘์‹ฌ์œผ๋กœ ์ˆ˜๋ ดํ•œ๋‹ค๋Š” ๊ฐ•๋ ฅํ•œ ์ฆ๊ฑฐ๋ฅผ ์ œ์‹œํ•˜๋ฉฐ, ์ด๋Š” ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ํ‘œํ˜„ ํ•™์Šต์˜ ๊ทผ๋ณธ์ ์ธ ์›๋ฆฌ๋ฅผ ์ดํ•ดํ•˜๋Š” ๋ฐ ์ค‘์š”ํ•œ ํ†ต์ฐฐ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์–ธ์–ด๊ฐ€ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ •๋ณด์˜ ํ†ตํ•ฉ ๋ฐ ํ•ด์„์„ ์œ„ํ•œ '์ค‘์‹ฌ์ถ•' ์—ญํ• ์„ ํ•  ์ˆ˜ ์žˆ์Œ์„ ์‹œ์‚ฌํ•˜๋ฉฐ, ํ–ฅํ›„ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ AI ์‹œ์Šคํ…œ ์„ค๊ณ„์— ์žˆ์–ด ์–ธ์–ด์˜ ์ค‘์š”์„ฑ์„ ๊ฐ•์กฐํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ณธ ์—ฐ๊ตฌ๋Š” ํŠน์ • ๋ชจ๋ธ ์•„ํ‚คํ…์ฒ˜ ๋ฐ ๋ฐ์ดํ„ฐ์…‹์— ๋Œ€ํ•œ ๋ถ„์„ ๊ฒฐ๊ณผ์ด๋ฉฐ, ์–ธ์–ด์˜ '์ด์‚ฐ์ ์ด๊ณ  ๊ตฌ์„ฑ์ ์ธ ๊ตฌ์กฐ'๋ผ๋Š” ๊ฐœ๋…์„ ํ˜•์‹ํ™”ํ•˜๋Š” ๋ฐ ์žˆ์–ด ์ถ”๊ฐ€์ ์ธ ์ •๊ตํ™” ๋ฐ ๊ฒ€์ฆ์ด ํ•„์š”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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