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SVRepair: Structured Visual Reasoning for Automated Program Repair

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์ €์ž

Xiaoxuan Tang, Jincheng Wang, Liwei Luo, Jingxuan Xu, Sheng Zhou, Dajun Chen, Wei Jiang, Yong Li

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์‹œ๊ฐ์  ์ •๋ณด(์Šคํฌ๋ฆฐ์ƒท, ์ œ์–ด ํ๋ฆ„ ๊ทธ๋ž˜ํ”„ ๋“ฑ)๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ํ™œ์šฉํ•˜๋Š” ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ž๋™ ํ”„๋กœ๊ทธ๋žจ ์ˆ˜๋ฆฌ(APR) ํ”„๋ ˆ์ž„์›Œํฌ์ธ SVRepair๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. SVRepair๋Š” ์‹œ๊ฐ์  ์ •๋ณด๋ฅผ ๊ตฌ์กฐํ™”๋œ ์˜๋ฏธ๋ก ์  ์žฅ๋ฉด ๊ทธ๋ž˜ํ”„๋กœ ๋ณ€ํ™˜ํ•˜๊ณ , ์ด๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ์ฝ”๋“œ ๊ฒฐํ•จ์„ ์ฐพ๊ณ  ์ˆ˜๋ฆฌ ํŒจ์น˜๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค. ๋˜ํ•œ, ๋ฒ„๊ทธ์— ์ง‘์ค‘๋œ ์˜์—ญ์œผ๋กœ ์ ์ง„์ ์œผ๋กœ ์ž…๋ ฅ ๋ฒ”์œ„๋ฅผ ์ขํžˆ๋Š” ๋ฐ˜๋ณต์ ์ธ ์‹œ๊ฐ์  ๋ถ„ํ•  ์ „๋žต์„ ํ†ตํ•ด ์ •ํ™•๋„๋ฅผ ๋†’์ž…๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์‹œ๊ฐ์  ์ •๋ณด์™€ ์ฝ”๋“œ ์ •๋ณด๋ฅผ ํ†ตํ•ฉํ•˜์—ฌ APR ์„ฑ๋Šฅ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
GUI ์š”์†Œ ๊ฐ„์˜ ๊ตฌ์กฐ์  ๊ด€๊ณ„๋ฅผ ์บก์ฒ˜ํ•˜๋Š” ์žฅ๋ฉด ๊ทธ๋ž˜ํ”„ ํ‘œํ˜„์€ ์‹œ๊ฐ์  ์ง„๋‹จ์„ ์œ„ํ•œ ํšจ๊ณผ์ ์ธ ๋ฐฉ๋ฒ•๋ก ์ž…๋‹ˆ๋‹ค.
โ€ข
๋ณต์žกํ•œ ์‹œ๊ฐ์  ๋ฒ„๊ทธ ๋ณด๊ณ ์„œ์— ๋Œ€ํ•œ MLLM์˜ ์ดํ•ด ๋ฐ ์ ์šฉ ๋ฒ”์œ„๋ฅผ ๋„“ํž ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์žฅ๋ฉด ๊ทธ๋ž˜ํ”„ ์ƒ์„ฑ ๋ฐ ์‹œ๊ฐ์  ๋ถ„ํ•  ์ „๋žต์˜ ๋ณต์žก์„ฑ์ด ๋†’์œผ๋ฉฐ, ๋‹ค์–‘ํ•œ ์ข…๋ฅ˜์˜ ์‹œ๊ฐ์  ๋ฒ„๊ทธ์— ๋Œ€ํ•œ ์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ์„ ๋”์šฑ ๊ฐœ์„ ํ•  ํ•„์š”๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘
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