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MSP-LLM: A Unified Large Language Model Framework for Complete Material Synthesis Planning

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์ €์ž

Heewoong Noh, Gyoung S. Na, Namkyeong Lee, Chanyoung Park

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์žฌ๋ฃŒ ํ•ฉ์„ฑ ๊ณ„ํš(MSP) ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ ํ†ตํ•ฉ์ ์ธ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ(LLM) ๊ธฐ๋ฐ˜ ํ”„๋ ˆ์ž„์›Œํฌ์ธ MSP-LLM์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. MSP-LLM์€ ์ „๊ตฌ์ฒด ์˜ˆ์ธก(PP)๊ณผ ํ•ฉ์„ฑ ์ž‘์—… ์˜ˆ์ธก(SOP)์ด๋ผ๋Š” ๋‘ ๊ฐ€์ง€ ํ•˜์œ„ ๋ฌธ์ œ๋กœ MSP๋ฅผ ๊ตฌ์กฐํ™”ํ•˜๊ณ , ํ™”ํ•™์ ์œผ๋กœ ์ผ๊ด€๋œ ์˜์‚ฌ๊ฒฐ์ • ์ฒด์ธ์„ ๊ตฌ์„ฑํ•˜๊ธฐ ์œ„ํ•ด ์ด์‚ฐ์ ์ธ ์žฌ๋ฃŒ ํด๋ž˜์Šค๋ฅผ ์ค‘๊ฐ„ ์˜์‚ฌ๊ฒฐ์ • ๋ณ€์ˆ˜๋กœ ํ™œ์šฉํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ๊ธฐ์กด ๋ฐฉ๋ฒ•๋ก ์— ๋น„ํ•ด PP, SOP ๋ฐ ์ „์ฒด MSP ์ž‘์—…์—์„œ ๋›ฐ์–ด๋‚œ ์„ฑ๋Šฅ์„ ๋ณด์—ฌ์ฃผ๋ฉฐ, ์žฌ๋ฃŒ ๊ณผํ•™ ๋ถ„์•ผ์˜ ๋ฐœ๊ฒฌ์„ ๊ฐ€์†ํ™”ํ•  ์ˆ˜ ์žˆ๋Š” ํšจ๊ณผ์ ์ด๊ณ  ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
MSP ๋ฌธ์ œ๋ฅผ ํ†ตํ•ฉ์ ์œผ๋กœ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ LLM ๊ธฐ๋ฐ˜ ํ”„๋ ˆ์ž„์›Œํฌ์˜ ๊ฐ€๋Šฅ์„ฑ์„ ๋ณด์—ฌ์ฃผ๋ฉฐ, ์žฌ๋ฃŒ ๊ณผํ•™ ๋ถ„์•ผ์˜ AI ํ™œ์šฉ์— ๋Œ€ํ•œ ์ƒˆ๋กœ์šด ์ง€ํ‰์„ ์—ด์—ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
ํ™”ํ•™์  ์ผ๊ด€์„ฑ์„ ๊ณ ๋ คํ•œ ์ค‘๊ฐ„ ์˜์‚ฌ๊ฒฐ์ • ๋ณ€์ˆ˜์™€ ๊ณ„์ธต์  ์ „๊ตฌ์ฒด ์œ ํ˜• ํ™œ์šฉ์€ ๊ธฐ์กด ๋ฐฉ๋ฒ•๋ก ์˜ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ณ  ์˜ˆ์ธก ์ •ํ™•๋„๋ฅผ ๋†’์ด๋Š” ์ค‘์š”ํ•œ ์š”์†Œ์ž…๋‹ˆ๋‹ค.
โ€ข
์ œ์•ˆ๋œ ํ”„๋ ˆ์ž„์›Œํฌ์˜ ์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ ๋ฐ ์‹ค์ œ ์‹คํ—˜ ๊ฒ€์ฆ, ๊ทธ๋ฆฌ๊ณ  ๋ณต์žกํ•˜๊ณ  ๋น„ํ‘œ์ค€์ ์ธ ํ•ฉ์„ฑ ๊ฒฝ๋กœ์— ๋Œ€ํ•œ ์ ์šฉ ๊ฐ€๋Šฅ์„ฑ์€ ํ–ฅํ›„ ์—ฐ๊ตฌ๋ฅผ ํ†ตํ•ด ํƒ๊ตฌํ•ด์•ผ ํ•  ๊ณผ์ œ์ž…๋‹ˆ๋‹ค.
๐Ÿ‘