Sign In

Beyond Fixed Psychological Personas: State Beats Trait, but Language Models are State-Blind

Created by
  • Haebom
Category
Empty

์ €์ž

Tamunotonye Harry, Ivoline Ngong, Chima Nweke, Yuanyuan Feng, Joseph Near

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ์—ฐ๊ตฌ๋Š” ์–ธ์–ด ๋ชจ๋ธ๊ณผ์˜ ์‚ฌ์šฉ์ž ์ƒํ˜ธ์ž‘์šฉ์ด ์‚ฌ์šฉ์ž์˜ ๊ณ ์ •๋œ ํŠน์„ฑ(trait)๋ฟ ์•„๋‹ˆ๋ผ ์ƒํ˜ธ์ž‘์šฉ ๋งฅ๋ฝ(state)์— ๋”ฐ๋ผ ๋‹ฌ๋ผ์ง์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ , ๊ธฐ์กด ํŽ˜๋ฅด์†Œ๋‚˜ ๋ฐ์ดํ„ฐ์…‹์€ trait๋งŒ ๊ณ ๋ คํ•˜๊ณ  state์˜ ์˜ํ–ฅ์„ ๊ฐ„๊ณผํ•จ์„ ์ง€์ ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋‹ค์ค‘ ๋งฅ๋ฝ์—์„œ ์ธก์ •๋œ 1,667๋ช…์˜ Reddit ์‚ฌ์šฉ์ž ํ”„๋กœํ•„ 5,001๊ฐœ๋ฅผ ๋‹ด์€ Chameleon ๋ฐ์ดํ„ฐ์…‹์„ ์ œ์•ˆํ•˜๋ฉฐ, ์ด๋ฅผ ํ†ตํ•ด ์ธ๊ฐ„์˜ ์‹ฌ๋ฆฌ์  ํŠน์„ฑ ๋ณ€ํ™”๋Š” trait๋ณด๋‹ค state์— ์˜ํ•ด ๋” ํฌ๊ฒŒ ์ขŒ์šฐ๋œ๋‹ค๋Š” ์ ๊ณผ ์–ธ์–ด ๋ชจ๋ธ์ด state๋ฅผ ๋ฌด์‹œํ•˜๊ณ  trait์—๋งŒ ์ง‘์ค‘ํ•œ๋‹ค๋Š” ์‚ฌ์‹ค์„ ๋ฐœ๊ฒฌํ–ˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์‚ฌ์šฉ์ž ์‹ฌ๋ฆฌ์  ํŠน์„ฑ ๋ณ€ํ™”์˜ 74%๋Š” ๊ณ ์ •๋œ trait๊ฐ€ ์•„๋‹Œ, ๋งฅ๋ฝ์— ๋”ฐ๋ฅธ state ๋ณ€ํ™”์— ์˜ํ•ด ์„ค๋ช…๋จ์„ ๊ทœ๋ช…ํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
ํ˜„์žฌ์˜ ์–ธ์–ด ๋ชจ๋ธ์€ ์‚ฌ์šฉ์ž์˜ state ๋ณ€ํ™”๋ฅผ ์ธ์ง€ํ•˜์ง€ ๋ชปํ•˜๊ณ  trait์—๋งŒ ๊ธฐ๋ฐ˜ํ•˜์—ฌ ๋ฐ˜์‘ํ•˜๋ฉฐ, ์ด๋Š” ๋Œ€ํ™”์˜ ์งˆ๊ณผ ๊ฐœ์ธํ™”์— ํ•œ๊ณ„๋ฅผ ์•ผ๊ธฐํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ณด์ƒ ๋ชจ๋ธ์€ ์‚ฌ์šฉ์ž state์— ๋ฐ˜์‘ํ•˜์ง€๋งŒ ์ผ๊ด€์„ฑ์ด ์—†์–ด, ํŠน์ • ์‚ฌ์šฉ์ž์— ๋Œ€ํ•ด ์ƒ๋ฐ˜๋œ ํ‰๊ฐ€๋ฅผ ๋‚ด๋ฆฌ๋Š” ๋“ฑ ์˜ˆ์ธก ๋ถˆ๊ฐ€๋Šฅ์„ฑ์„ ๋ณด์ž…๋‹ˆ๋‹ค.
โ€ข
Chameleon ๋ฐ์ดํ„ฐ์…‹ ๊ณต๊ฐœ๋ฅผ ํ†ตํ•ด ๊ฐ์„ฑ ์ปดํ“จํŒ…, ๊ฐœ์ธํ™”๋œ ๋Œ€ํ™”, RLHF ์ •๋ ฌ ์—ฐ๊ตฌ ๋ฐœ์ „์— ๊ธฐ์—ฌํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘