2026-04-02

์›๋ž˜ ๋…ผ๋ฌธ์— ๋„๊ตฌ ์ •์˜๋‚˜ ์—์ด์ „ํŠธ harness๊ฐ€ ๊ณต๊ฐœ๋˜์ง€ ์•Š์•„์„œ ์ง€๊ธˆ๊ป ์•„๋ฌด๋„ ๊ฒ€์ฆ์„ ๋ชป ํ–ˆ๊ฑฐ๋“ ์š”

๐Ÿ’ก ํ•œ์ค„ ์š”์•ฝ|์›๋ž˜ ๋…ผ๋ฌธ์— ๋„๊ตฌ ์ •์˜๋‚˜ ์—์ด์ „ํŠธ harness๊ฐ€ ๊ณต๊ฐœ๋˜์ง€ ์•Š์•„์„œ ์ง€๊ธˆ๊ป ์•„๋ฌด๋„ ๊ฒ€์ฆ์„ ๋ชป ํ–ˆ๊ฑฐ๋“ ์š”.

OpenAI์˜ gpt-oss-20b ๋ฒค์น˜๋งˆํฌ ์ ์ˆ˜๋ฅผ ๋…๋ฆฝ ์—ฐ๊ตฌํŒ€์ด ์ฒ˜์Œ์œผ๋กœ ์žฌํ˜„ํ•˜๋Š” ๋ฐ ์„ฑ๊ณตํ–ˆ์–ด์š”.

์›๋ž˜ ๋…ผ๋ฌธ์— ๋„๊ตฌ ์ •์˜๋‚˜ ์—์ด์ „ํŠธ harness๊ฐ€ ๊ณต๊ฐœ๋˜์ง€ ์•Š์•„์„œ ์ง€๊ธˆ๊ป ์•„๋ฌด๋„ ๊ฒ€์ฆ์„ ๋ชป ํ–ˆ๊ฑฐ๋“ ์š”. ์—ฐ๊ตฌํŒ€์€ ์—ญ๊ณตํ•™์œผ๋กœ ๋ชจ๋ธ์˜ ํ•™์Šต ๋ถ„ํฌ ๋‚ด ๋„๊ตฌ๋ฅผ ํŒŒ์•…ํ•˜๊ณ , ๋„ค์ดํ‹ฐ๋ธŒ ๋ฉ”์‹œ์ง€ ํฌ๋งท์„ ์ง์ ‘ ์ธ์ฝ”๋”ฉํ•˜๋Š” harmony ์—์ด์ „ํŠธ๋ฅผ ์ง์ ‘ ๋งŒ๋“ค์—ˆ์–ด์š”.

๊ฒฐ๊ณผ๋Š” SWE Verified HIGH 60.4% (๊ณต๊ฐœ ์ˆ˜์น˜ 60.7%), MEDIUM 53.3% (53.2%), AIME25 with tools 91.7% (90.4%)๋กœ ์›๋ฌธ๊ณผ ๊ฑฐ์˜ ์ผ์น˜ํ–ˆ์–ด์š”.

AI ๋ฒค์น˜๋งˆํฌ ์žฌํ˜„ ๊ฐ€๋Šฅ์„ฑ ๋…ผ๋ž€์ด ๊ณ„์†๋˜๋Š” ์ƒํ™ฉ์—์„œ, ์ œ3์ž ๊ฒ€์ฆ ๋ฌธํ™”๊ฐ€ ์ž๋ฆฌ ์žก๊ธฐ ์‹œ์ž‘ํ–ˆ๋‹ค๋Š” ์‹ ํ˜ธ๋กœ ์ฝํž ์ˆ˜ ์žˆ์–ด์š”.

์ด ๊ธ€์ด ์–ด๋• ๋‚˜์š”?

๊ด€๋ จ ๊ธ€

์ด ๋…ผ๋ฌธ์€ ๋Œ€ํšŒํ˜• ์ˆ˜ํ•™์ด๋‚˜ ์ •ํ˜• ์ •๋ฆฌ์ฆ๋ช… ๋Œ€์‹ , ์žฅ๊ธฐ ์ถ”๋ก ยท๋ฌธํ—Œ ๊ทผ๊ฑฐยท๋ฐ˜๋ณต์  ์ฆ๋ช… ์ˆ˜์ •์ด ํ•„์š”ํ•œ ์—ฐ๊ตฌ ๋ฌธ์ œ๋ฅผ ๊ฒจ๋ƒฅํ–ˆ์–ด์š”

์ด ๋…ผ๋ฌธ์€ ๋Œ€ํšŒํ˜• ์ˆ˜ํ•™์ด๋‚˜ ์ •ํ˜• ์ •๋ฆฌ์ฆ๋ช… ๋Œ€์‹ , ์žฅ๊ธฐ ์ถ”๋ก ยท๋ฌธํ—Œ ๊ทผ๊ฑฐยท๋ฐ˜๋ณต์  ์ฆ๋ช… ์ˆ˜์ •์ด ํ•„์š”ํ•œ ์—ฐ๊ตฌ ๋ฌธ์ œ๋ฅผ ๊ฒจ๋ƒฅํ–ˆ์–ด์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”

๊ธฐ์กด SHAP์€ ์ปดํฌ๋„ŒํŠธ ์กฐํ•ฉ์„ ๊ณ„์† ํ‰๊ฐ€ํ•ด์•ผ ํ•ด์„œ, ์„œ๋“œํŒŒํ‹ฐ APIยท๋ถˆํˆฌ๋ช… ์—”๋“œํฌ์ธํŠธ ํ™˜๊ฒฝ์—์„  ํ•œ๊ณ„๊ฐ€ ์ปธ๊ฑฐ๋“ ์š”

๊ธฐ์กด SHAP์€ ์ปดํฌ๋„ŒํŠธ ์กฐํ•ฉ์„ ๊ณ„์† ํ‰๊ฐ€ํ•ด์•ผ ํ•ด์„œ, ์„œ๋“œํŒŒํ‹ฐ APIยท๋ถˆํˆฌ๋ช… ์—”๋“œํฌ์ธํŠธ ํ™˜๊ฒฝ์—์„  ํ•œ๊ณ„๊ฐ€ ์ปธ๊ฑฐ๋“ ์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”

arXiv 2605.22883์€ A-LEMS๋ผ๋Š” ์ธก์ • ํ”„๋ ˆ์ž„์›Œํฌ๋กœ EpG(Energy per Successful Goal)๋ฅผ ์ œ์•ˆํ–ˆ์–ด์š”

arXiv 2605.22883์€ A-LEMS๋ผ๋Š” ์ธก์ • ํ”„๋ ˆ์ž„์›Œํฌ๋กœ EpG(Energy per Successful Goal)๋ฅผ ์ œ์•ˆํ–ˆ์–ด์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”