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SafeGPT: Preventing Data Leakage and Unethical Outputs in Enterprise LLM Use

์ž‘์„ฑ์ž
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์ €์ž

Pratyush Desai, Luoxi Tang, Yuqiao Meng, Zhaohan Xi

๐Ÿ’ก ๊ฐœ์š”

๊ธฐ์—… ํ™˜๊ฒฝ์—์„œ LLM ์‚ฌ์šฉ ์‹œ ๋ฐœ์ƒํ•  ์ˆ˜ ์žˆ๋Š” ๋ฏผ๊ฐํ•œ ๋ฐ์ดํ„ฐ ์œ ์ถœ ๋ฐ ์ •์ฑ… ์œ„๋ฐ˜ ์ฝ˜ํ…์ธ  ์ƒ์„ฑ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด SafeGPT๋ผ๋Š” ์–‘๋ฐฉํ–ฅ ๊ฐ€๋“œ๋ ˆ์ผ ์‹œ์Šคํ…œ์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. SafeGPT๋Š” ์ž…๋ ฅ ๋ฐ์ดํ„ฐ ๊ฒ€์‚ฌ ๋ฐ ์ˆ˜์ •, ์ถœ๋ ฅ ์ฝ˜ํ…์ธ  ์กฐ์ • ๋ฐ ์žฌ๊ตฌ์„ฑ, ๊ทธ๋ฆฌ๊ณ  ์ธ๊ฐ„์˜ ํ”ผ๋“œ๋ฐฑ ํ†ตํ•ฉ์„ ํ†ตํ•ด ์•ˆ์ „์„ฑ์„ ๊ฐ•ํ™”ํ•ฉ๋‹ˆ๋‹ค. ์‹คํ—˜ ๊ฒฐ๊ณผ, SafeGPT๋Š” ๋ฐ์ดํ„ฐ ์œ ์ถœ ์œ„ํ—˜๊ณผ ํŽธํ–ฅ๋œ ์ถœ๋ ฅ์„ ํšจ๊ณผ์ ์œผ๋กœ ์ค„์ด๋ฉด์„œ๋„ ์‚ฌ์šฉ์ž ๋งŒ์กฑ๋„๋ฅผ ์œ ์ง€ํ•˜๋Š” ๊ฒƒ์œผ๋กœ ๋‚˜ํƒ€๋‚ฌ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๊ธฐ์—… ํ™˜๊ฒฝ์—์„œ LLM์˜ ์•ˆ์ „ํ•˜๊ณ  ์œค๋ฆฌ์ ์ธ ์‚ฌ์šฉ์„ ์œ„ํ•œ ์‹ค์งˆ์ ์ธ ์†”๋ฃจ์…˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ฏผ๊ฐํ•œ ์ •๋ณด ์œ ์ถœ ๋ฐ ์œ ํ•ดํ•œ ์ฝ˜ํ…์ธ  ์ƒ์„ฑ์„ ๋ฐฉ์ง€ํ•˜๋Š” ๋ฐ ํšจ๊ณผ์ ์ธ ๋‹ค์ธต์ ์ธ ์ ‘๊ทผ ๋ฐฉ์‹์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์‹œ์Šคํ…œ์˜ ์ „๋ฐ˜์ ์ธ ํšจ์œจ์„ฑ๊ณผ ํ™•์žฅ์„ฑ, ๊ทธ๋ฆฌ๊ณ  ๋‹ค์–‘ํ•œ ๊ธฐ์—… ํ™˜๊ฒฝ์—์„œ์˜ ์‹ค์ œ ์ ์šฉ ๊ฐ€๋Šฅ์„ฑ์— ๋Œ€ํ•œ ์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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