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Superintelligent Retrieval Agent: The Next Frontier of Information Retrieval

์ž‘์„ฑ์ž
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์ €์ž

Zeyu Yang, Qi Ma, Jason Chen, Anshumali Shrivastava

๐Ÿ’ก ๊ฐœ์š”

๊ธฐ์กด ๊ฒ€์ƒ‰ ์ฆ๊ฐ• ์—์ด์ „ํŠธ๋“ค์€ ๊ฒ€์ƒ‰์„ ๋ณต์žกํ•œ ํƒ์ƒ‰ ๊ณผ์ •์œผ๋กœ ๋‹ค๋ฃจ์–ด ํšจ์œจ์„ฑ์ด ๋–จ์–ด์ง€๊ณ  ์„ฑ๋Šฅ ์ €ํ•˜๋ฅผ ์•ผ๊ธฐํ•ฉ๋‹ˆ๋‹ค. ๋ณธ ๋…ผ๋ฌธ์€ ๊ฒ€์ƒ‰ ๊ณผ์ •์„ ๋‹จ์ผ ๋‹จ๊ณ„๋กœ ์••์ถ•ํ•˜์—ฌ ํšจ์œจ์„ฑ๊ณผ ์„ฑ๋Šฅ์„ ๊ทน๋Œ€ํ™”ํ•˜๋Š” '์ดˆ์ง€๋Šฅํ˜• ๊ฒ€์ƒ‰ ์—์ด์ „ํŠธ(SIRA)'๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. SIRA๋Š” LLM์„ ํ™œ์šฉํ•˜์—ฌ ๋ฌธ์„œ์™€ ์ฟผ๋ฆฌ๋ฅผ ํ’๋ถ€ํ•˜๊ฒŒ ๋งŒ๋“ค๊ณ , ์ฝ”ํผ์Šค ํ†ต๊ณ„๋ฅผ ์ด์šฉํ•ด ํšจ๊ณผ์ ์ธ ๊ฒ€์ƒ‰ ์šฉ์–ด๋ฅผ ์„ ๋ณ„ํ•จ์œผ๋กœ์จ ๋‹จ ํ•œ ๋ฒˆ์˜ ๊ฒ€์ƒ‰์œผ๋กœ ๋†’์€ ์„ฑ๋Šฅ์„ ๋‹ฌ์„ฑํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
LLM๊ณผ ๊ฒฝ๋Ÿ‰ ์ฝ”ํผ์Šค ํ†ต๊ณ„๋ฅผ ๊ฒฐํ•ฉํ•˜์—ฌ ๋‹จ์ผ ๋‹จ๊ณ„ ๊ฒ€์ƒ‰์œผ๋กœ๋„ ๋‹คํšŒ ๊ฒ€์ƒ‰ ์—์ด์ „ํŠธ๋ณด๋‹ค ์šฐ์ˆ˜ํ•œ ์„ฑ๋Šฅ์„ ๋‹ฌ์„ฑํ•  ์ˆ˜ ์žˆ์Œ์„ ์ž…์ฆํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๊ธฐ์กด์˜ ๋ณต์žกํ•˜๊ณ  ๋น„์šฉ์ด ๋งŽ์ด ๋“œ๋Š” ๋‹คํšŒ ๊ฒ€์ƒ‰ ๋ฐฉ์‹์— ๋น„ํ•ด ํšจ์œจ์ ์ด๊ณ , ํ•ด์„ ๊ฐ€๋Šฅํ•˜๋ฉฐ, ํ•™์Šต์ด ํ•„์š” ์—†๊ณ , ํšจ์œจ์ ์ด๋ผ๋Š” ์žฅ์ ์„ ๊ฐ€์ง‘๋‹ˆ๋‹ค.
โ€ข
LLM์˜ '์‚ฌ์ „ ์ง€์‹'๊ณผ ์ฝ”ํผ์Šค ์ˆ˜์ค€์˜ ํ†ต๊ณ„๋ฅผ ํ™œ์šฉํ•˜์—ฌ '์ˆจ๊ฒจ์ง„' ๊ฒ€์ƒ‰์–ด(evidence vocabulary)๋ฅผ ๋ฐœ๊ตดํ•˜๊ณ , ์ฝ”ํผ์Šค ๋‚ด ํ˜ผ๋™ ๊ฐ€๋Šฅ์„ฑ์ด ์žˆ๋Š” ์šฉ์–ด๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ํ•„ํ„ฐ๋งํ•˜๋Š” ๋Šฅ๋ ฅ์ด ํ•ต์‹ฌ์ž…๋‹ˆ๋‹ค.
โ€ข
์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๋ฅผ ํ†ตํ•ด SIRA์˜ LLM ์˜์กด๋„๋ฅผ ์ค„์ด๊ฑฐ๋‚˜, ๋‹ค์–‘ํ•œ ์ฝ”ํผ์Šค ๋ฐ ์ž‘์—… ์œ ํ˜•์— ๋Œ€ํ•œ ์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ์„ ๋”์šฑ ํ–ฅ์ƒ์‹œํ‚ค๋Š” ๋ฐฉ์•ˆ์„ ํƒ์ƒ‰ํ•  ํ•„์š”๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘
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