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Can LLMs Emulate Human Belief Dynamics?

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์ €์ž

Adiba Mahbub Proma, Neeley Pate, James N. Druckman, Gourab Ghoshal, Hangfeng He, Ehsan Hoque

๐Ÿ’ก ๊ฐœ์š”

์ด ์—ฐ๊ตฌ๋Š” ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์ด ์‚ฌํšŒ์  ๋„คํŠธ์›Œํฌ์—์„œ ์ธ๊ฐ„์˜ ์‹ ๋… ํ˜•์„ฑ๊ณผ ๋ณ€ํ™” ๊ณผ์ •์„ ๋ชจ๋ฐฉํ•  ์ˆ˜ ์žˆ๋Š”์ง€ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค. 12๊ฐ€์ง€ LLM์„ ๋Œ€์ƒ์œผ๋กœ ๊ธฐ์กด ์—ฐ๊ตฌ๋ฅผ ์žฌํ˜„ํ•œ ๊ฒฐ๊ณผ, LLM์€ ์ดˆ๊ธฐ ์ธ๊ฐ„ ์‹ ๋… ๋ถ„ํฌ๋ฅผ ํฌ์ฐฉํ•˜์ง€ ๋ชปํ•˜๊ณ  ์ธ๊ฐ„๋ณด๋‹ค ๋” ์ˆœ์‘์ ์ด๋ฉฐ ๋™์งˆ์  ์„ฑํ–ฅ์„ ๋ณด์ด๋Š” ๊ฒฝํ–ฅ์ด ์žˆ์Œ์„ ํ™•์ธํ–ˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
LLM์€ ์ธ๊ฐ„์˜ ์‹ ๋… ๋™์—ญํ•™์„ ํšจ๊ณผ์ ์œผ๋กœ ๋ชจ๋ฐฉํ•˜์ง€ ๋ชปํ•˜๋ฉฐ, ํŠนํžˆ ์ดˆ๊ธฐ ์‹ ๋… ๋ถ„ํฌ ๋ฐ ๋™์งˆ์„ฑ์— ๋Œ€ํ•œ ๋ชจ๋ฐฉ์— ์–ด๋ ค์›€์„ ๊ฒช์Šต๋‹ˆ๋‹ค.
โ€ข
LLM์€ ์ธ๊ฐ„๋ณด๋‹ค ๋” ๋†’์€ ์ˆ˜์ค€์˜ ์ˆœ์‘์„ฑ์„ ๋ณด์ด๋ฉฐ, ์ด๋Š” ์‚ฌํšŒ์  ๋„คํŠธ์›Œํฌ์—์„œ์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ํ•  ๋•Œ ์ค‘์š”ํ•œ ์ฐจ์ด์ ์„ ์•ผ๊ธฐํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
LLM์„ ์‚ฌํšŒ ์‹œ๋ฎฌ๋ ˆ์ด์…˜์—์„œ ์ธ๊ฐ„ ๋Œ€๋ฆฌ์ธ์œผ๋กœ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์— ๋Œ€ํ•œ ์ฃผ์˜๋ฅผ ์ด‰๊ตฌํ•˜๋ฉฐ, LLM์˜ ๊ทผ๋ณธ์ ์ธ ํ–‰๋™ ํŠน์„ฑ์„ ์ดํ•ดํ•˜๋Š” ๊ฒƒ์ด ์ค‘์š”ํ•ฉ๋‹ˆ๋‹ค.
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