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ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง ๊ฐ€์ด๋“œ: 3. Tree of Thoughts, RAG(Retrieval Augmented Generation)

Tree of Thoughts๋Š” ์‚ฌ๊ณ  ๊ฒฝ๋กœ๋ฅผ ๋„“ํžˆ๊ณ , RAG๋Š” ๊ทผ๊ฑฐ๋ฅผ ๋ณด๊ฐ•ํ•œ๋‹ค. ๋ณต์žกํ•œ ์ถ”๋ก ๊ณผ ์ตœ์‹  ์ง€์‹์ด ํ•„์š”ํ•œ ๋ฌธ์ œ๋ฅผ ๋‘ ์ถ•์œผ๋กœ ํ‘ธ๋Š” ๋ฐฉ๋ฒ•์„ ๋‹ค๋ฃฌ๋‹ค.

ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง ๊ฐ€์ด๋“œ: 2. Zero-shot๋ถ€ํ„ฐ Self-Consistency๊นŒ์ง€

๊ฐ™์€ ์งˆ๋ฌธ๋„ ๋ฐฉ์‹ ์„ ํƒ์— ๋”ฐ๋ผ ์„ฑ๋Šฅ์ด ๋‹ฌ๋ผ์ง„๋‹ค. Zero-shot, Few-shot, Chain-of-Thought, Self-Consistency๋ฅผ ๋ฌธ์ œ ์œ ํ˜•๊ณผ ์šด์˜ ์กฐ๊ฑด์— ๋งž์ถฐ ์–ด๋–ป๊ฒŒ ์„ ํƒํ• ์ง€ ์‚ฌ๋ก€ ์ค‘์‹ฌ์œผ๋กœ ์ •๋ฆฌํ•œ๋‹ค.

ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง ๊ฐ€์ด๋“œ: 1. ํ”„๋กฌํ”„ํŠธ ๊ธฐ์ดˆ์™€ LLM ์„ค์ •

์ข‹์€ ํ”„๋กฌํ”„ํŠธ์˜ ์ถœ๋ฐœ์ ์€ ๊ธฐ๋ฒ•์ด ์•„๋‹ˆ๋ผ ๊ธฐ๋ณธ๊ธฐ๋‹ค. LLM ์„ค์ •๋ถ€ํ„ฐ ๊ตฌ์„ฑ ์š”์†Œ, ํ”„๋กฌํ”„ํŠธ ์˜ˆ์‹œ๊นŒ์ง€ ํ๋ฆ„๋Œ€๋กœ ์ •๋ฆฌํ•œ๋‹ค.