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RuleSmith: Multi-Agent LLMs for Automated Game Balancing

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์ €์ž

Ziyao Zeng, Chen Liu, Tianyu Liu, Hao Wang, Xiatao Sun, Fengyu Yang, Xiaofeng Liu, Zhiwen Fan

๐Ÿ’ก ๊ฐœ์š”

์ด ๋…ผ๋ฌธ์€ ๋ณต์žกํ•˜๊ณ  ์ˆ˜๋™์ ์ธ ์ž‘์—…์ธ ๊ฒŒ์ž„ ๋ฐธ๋Ÿฐ์‹ฑ์„ ์ž๋™ํ™”ํ•˜๊ธฐ ์œ„ํ•ด ๋‹ค์ค‘ ์—์ด์ „ํŠธ LLM์˜ ์ถ”๋ก  ๋Šฅ๋ ฅ์„ ํ™œ์šฉํ•˜๋Š” ์ตœ์ดˆ์˜ ํ”„๋ ˆ์ž„์›Œํฌ์ธ RuleSmith๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. RuleSmith๋Š” ๊ฒŒ์ž„ ์—”์ง„, ๋‹ค์ค‘ ์—์ด์ „ํŠธ LLM์˜ ์ž์ฒด ํ”Œ๋ ˆ์ด, ๋ฒ ์ด์ฆˆ ์ตœ์ ํ™”๋ฅผ ๊ฒฐํ•ฉํ•˜์—ฌ ํŠœ๋‹ ๊ฐ€๋Šฅํ•œ ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ํ†ตํ•ด ๊ฒŒ์ž„์˜ ๋‹ค์–‘ํ•œ ์‹œ์Šคํ…œ์„ ์กฐ์ •ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด RuleSmith๋Š” ๋†’์€ ์ˆ˜์ค€์˜ ๊ท ํ˜•์„ ๋‹ฌ์„ฑํ•˜๊ณ  ์ดํ•ดํ•˜๊ธฐ ์‰ฌ์šด ๊ทœ์น™ ์กฐ์ •์„ ์ œ๊ณตํ•˜์—ฌ ๊ฒŒ์ž„ ๋””์ž์ธ ๋ฐ ๋ฐธ๋Ÿฐ์‹ฑ ์ž๋™ํ™”์— ๋Œ€ํ•œ LLM ์‹œ๋ฎฌ๋ ˆ์ด์…˜์˜ ์ž ์žฌ๋ ฅ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๋‹ค์ค‘ ์—์ด์ „ํŠธ LLM์˜ ์ถ”๋ก  ๋Šฅ๋ ฅ์„ ํ™œ์šฉํ•˜์—ฌ ๋ณต์žกํ•œ ๊ฒŒ์ž„ ๋ฐธ๋Ÿฐ์‹ฑ ๋ฌธ์ œ๋ฅผ ์ž๋™ํ™”ํ•  ์ˆ˜ ์žˆ์Œ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
๋ฒ ์ด์ฆˆ ์ตœ์ ํ™”์™€ ๊ฒฐํ•ฉ๋œ LLM ์‹œ๋ฎฌ๋ ˆ์ด์…˜์€ ๋งค๊ฐœ๋ณ€์ˆ˜ ๊ณต๊ฐ„์„ ํšจ์œจ์ ์œผ๋กœ ํƒ์ƒ‰ํ•˜๊ณ  ์ตœ์ ์˜ ๊ท ํ˜• ์„ค์ •์„ ์ฐพ๋Š” ๋ฐ ํšจ๊ณผ์ ์ธ ๋ฐฉ๋ฒ•์ž…๋‹ˆ๋‹ค.
โ€ข
ํ˜„์žฌ CivMini๋ผ๋Š” ๋‹จ์ˆœํ™”๋œ ๊ฒŒ์ž„์— ๋Œ€ํ•œ ๊ฐœ๋… ์ฆ๋ช…์œผ๋กœ ์ œ์‹œ๋˜์—ˆ์œผ๋ฉฐ, ๋” ๋ณต์žกํ•˜๊ณ  ํ˜„์‹ค์ ์ธ ๊ฒŒ์ž„์— ๋Œ€ํ•œ ํ™•์žฅ์„ฑ๊ณผ ์ผ๋ฐ˜ํ™” ๊ฐ€๋Šฅ์„ฑ์€ ์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘
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