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Is Your Prompt Poisoning Code? Defect Induction Rates and Security Mitigation Strategies

์ž‘์„ฑ์ž
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์ €์ž

Bin Wang, YiLu Zhong, MiDi Wan, WenJie Yu, YuanBing Ouyang, Yenan Huang, Hui Li

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ์—ฐ๊ตฌ๋Š” LLM์ด ์ƒ์„ฑํ•˜๋Š” ์ฝ”๋“œ์˜ ๋ณด์•ˆ ์ทจ์•ฝ์„ฑ์ด ํ”„๋กฌํ”„ํŠธ์˜ ํ’ˆ์งˆ์— ์˜ํ•ด ํฌ๊ฒŒ ์˜ํ–ฅ์„ ๋ฐ›๋Š”๋‹ค๋Š” ์ ์— ์ฃผ๋ชฉํ•ฉ๋‹ˆ๋‹ค. ์ €์ž๋“ค์€ ๋ชฉํ‘œ ๋ช…ํ™•์„ฑ, ์ •๋ณด ์™„์ „์„ฑ, ๋…ผ๋ฆฌ์  ์ผ๊ด€์„ฑ์„ ํ‰๊ฐ€ํ•˜๋Š” ํ”„๋กฌํ”„ํŠธ ํ’ˆ์งˆ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ์•ˆํ•˜๊ณ , ์ด๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ”„๋กฌํ”„ํŠธ์˜ ๊ทœ๋ฒ”์„ฑ ์ˆ˜์ค€์— ๋”ฐ๋ฅธ CWE-BENCH-PYTHON ๋ฐ์ดํ„ฐ์…‹์„ ๊ตฌ์ถ•ํ–ˆ์Šต๋‹ˆ๋‹ค. ์‹คํ—˜ ๊ฒฐ๊ณผ, ํ”„๋กฌํ”„ํŠธ ๊ทœ๋ฒ”์„ฑ์ด ๋‚ฎ์„์ˆ˜๋ก LLM์ด ์ƒ์„ฑํ•˜๋Š” ์ฝ”๋“œ์˜ ๋ณด์•ˆ ์œ„ํ—˜์ด ์ฆ๊ฐ€ํ•˜๋ฉฐ, Chain-of-Thought์™€ Self-Correction๊ณผ ๊ฐ™์€ ๊ณ ๊ธ‰ ํ”„๋กฌํ”„ํŒ… ๊ธฐ๋ฒ•์ด ์ด๋Ÿฌํ•œ ์œ„ํ—˜์„ ํšจ๊ณผ์ ์œผ๋กœ ์™„ํ™”ํ•จ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์‚ฌ์šฉ์ž ํ”„๋กฌํ”„ํŠธ์˜ ํ’ˆ์งˆ ๊ฐœ์„ ์€ AI ์ƒ์„ฑ ์ฝ”๋“œ์˜ ๋ณด์•ˆ ๊ฐ•ํ™”์— ์žˆ์–ด ๋งค์šฐ ์ค‘์š”ํ•˜๊ณ  ํšจ๊ณผ์ ์ธ ์ „๋žต์ž…๋‹ˆ๋‹ค.
โ€ข
Chain-of-Thought ๋ฐ Self-Correction๊ณผ ๊ฐ™์€ ๊ณ ๊ธ‰ ํ”„๋กฌํ”„ํŒ… ๊ธฐ๋ฒ•์€ ๋‚ฎ์€ ํ’ˆ์งˆ์˜ ํ”„๋กฌํ”„ํŠธ๋กœ ์ธํ•ด ๋ฐœ์ƒํ•˜๋Š” ๋ณด์•ˆ ์œ„ํ—˜์„ ์ค„์ด๋Š” ๋ฐ ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ณธ ์—ฐ๊ตฌ๋Š” Python ์ฝ”๋“œ์— ์ดˆ์ ์„ ๋งž์ถ”์—ˆ์œผ๋ฉฐ, ๋‹ค๋ฅธ ํ”„๋กœ๊ทธ๋ž˜๋ฐ ์–ธ์–ด์—์„œ์˜ ์ ์šฉ ๊ฐ€๋Šฅ์„ฑ๊ณผ ํ”„๋กฌํ”„ํŠธ ํ’ˆ์งˆ ํ‰๊ฐ€ ํ”„๋ ˆ์ž„์›Œํฌ์˜ ์ผ๋ฐ˜ํ™” ๊ฐ€๋Šฅ์„ฑ์— ๋Œ€ํ•œ ์ถ”๊ฐ€ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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