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GRASP: Deterministic argument ranking in interaction graphs

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Diganta Misra, Antonio Orvieto, Rediet Abebe, Volkan Cevher

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์ด ์ธ์šฉ์˜ ๊ฐ•์ ์„ ํ‰๊ฐ€ํ•˜๋Š” ์ž๋™ ์‹ฌํŒ์œผ๋กœ ์ ์  ๋” ๋งŽ์ด ์‚ฌ์šฉ๋˜์ง€๋งŒ, ๊ธฐ์กด์˜ ์ „๋ฐ˜์ ์ธ ํ‰๊ฐ€ ๋ฐฉ์‹์€ ๋ชจ๋ธ ๊ฐ„ ๋ถˆ์ผ์น˜๊ฐ€ ํฌ๋‹ค๋Š” ๋ฌธ์ œ๋ฅผ ์ง€์ ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด, GRASP(Gradual Ranking with Attacks and Support Propagation)๋Š” ๋ณต์žกํ•œ ์ƒํ˜ธ์ž‘์šฉ ๊ตฌ์กฐ๋ฅผ ์ง‘๊ณ„ํ•˜์—ฌ ๊ฒฐ์ •๋ก ์ ์ด๊ณ  ์ผ๊ด€์„ฑ ์žˆ๋Š” ์ˆœ์œ„๋ฅผ ๋„์ถœํ•˜๋Š” ์ƒˆ๋กœ์šด ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. GRASP๋Š” ์ธ์šฉ์˜ ์„ค๋“๋ ฅ์ด๋‚˜ ์‚ฌ์‹ค์„ฑ๋ณด๋‹ค๋Š” ๊ตฌ์กฐ์  ์ถฉ๋ถ„์„ฑ, ์ฆ‰ ๋ช…์‹œ์ ์ธ ์ƒํ˜ธ์ž‘์šฉ ๊ทธ๋ž˜ํ”„ ์ƒ์—์„œ์˜ ๋ฐฉ์–ด๋ ฅ์„ ๊ณ ๋ คํ•œ ์ธ์šฉ์˜ ๊ฒฌ๊ณ ์„ฑ์„ ์ธก์ •ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
LLM ๊ธฐ๋ฐ˜์˜ ์ธ์šฉ ํ‰๊ฐ€์—์„œ ์ „๋ฐ˜์ ์ธ ํ‰๊ฐ€ ๋ฐฉ์‹์˜ ๋ถˆ์•ˆ์ •์„ฑ์„ ๊ทน๋ณตํ•˜๊ณ , ๋” ์ผ๊ด€๋˜๊ณ  ์žฌํ˜„ ๊ฐ€๋Šฅํ•œ ์ˆœ์œ„๋ฅผ ์ œ๊ณตํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
GRASP๋Š” ๋‹จ์ˆœํ•œ ์„ค๋“๋ ฅ์ด๋‚˜ ์ˆ˜์‚ฌ์  ๋งค๋ ฅ์ด ์•„๋‹Œ, ์ธ์šฉ์˜ ๊ตฌ์กฐ์  ๊ฒฌ๊ณ ์„ฑ์„ ํ‰๊ฐ€ํ•˜๋Š” ์ƒˆ๋กœ์šด ๊ด€์ ์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
GRASP๋Š” ์ธ๊ฐ„์˜ "์„ค๋“๋ ฅ" ํ‰๊ฐ€์™€๋Š” ์ƒ๊ด€๊ด€๊ณ„๊ฐ€ ๋‚ฎ์œผ๋ฉฐ, ์ด๋Š” GRASP๊ฐ€ ์‹ค์ œ ์„ค๋“๋ ฅ์„ ์ธก์ •ํ•˜๋Š” ๊ฒƒ์ด ์•„๋‹ˆ๋ผ ๊ตฌ์กฐ์  ์†์„ฑ์„ ํ‰๊ฐ€ํ•œ๋‹ค๋Š” ์ค‘์š”ํ•œ ์‚ฌํšŒ๊ธฐ์ˆ ์  ๊ตฌ๋ถ„์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.
โ€ข
GRASP์˜ ํ‰๊ฐ€ ๋ฐฉ์‹์ด ์‹ค์ œ ์ธ๊ฐ„์ด ๋Š๋ผ๋Š” ์„ค๋“๋ ฅ์ด๋‚˜ ๋…ผ์Ÿ์˜ ์งˆ๊ณผ ์–ผ๋งˆ๋‚˜ ์—ฐ๊ด€์„ฑ์ด ์žˆ๋Š”์ง€์— ๋Œ€ํ•œ ์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘
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