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Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents

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Rong Shan, Te Gao, Hang Zheng, Yunjia Xi, Jiachen Zhu, Zeyu Zheng, Yong Yu, Weinan Zhang, Jianghao Lin

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์ตœ์ƒ์œ„ AI ํ•™ํšŒ์—์„œ ์ œ์ถœ ๋…ผ๋ฌธ ์ˆ˜์˜ ๊ธฐํ•˜๊ธ‰์ˆ˜์  ์ฆ๊ฐ€์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ  ๋น„๊ต์  ์•ˆ์ •์ ์ธ ํ•ฉ๊ฒฉ๋ฅ ์„ ์œ ์ง€ํ•˜๋ ค๋Š” ์ •์ฑ…์ด ์ƒˆ๋กœ์šด ์ทจ์•ฝ์ ์„ ์•ผ๊ธฐํ•œ๋‹ค๊ณ  ์ง€์ ํ•ฉ๋‹ˆ๋‹ค. ํŠนํžˆ, ์•…์˜์ ์ธ ํ–‰์œ„์ž๊ฐ€ AI ์—์ด์ „ํŠธ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ‘œ๋ฉด์ ์œผ๋กœ๋Š” ๊ทธ๋Ÿด๋“ฏํ•˜์ง€๋งŒ ํ’ˆ์งˆ์ด ๋‚ฎ์€ ๋…ผ๋ฌธ์„ ๋Œ€๋Ÿ‰์œผ๋กœ ์ƒ์„ฑ ๋ฐ ์ œ์ถœํ•˜๋Š” '์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ๋ถ„๋ชจ ๊ฒŒ์ž„'์ด๋ผ๋Š” ์‹œ์Šคํ…œ์  ์œ„ํ˜‘์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค. ์ด ๊ฒŒ์ž„์˜ ๋ชฉ์ ์€ ๋‚ฎ์€ ํ’ˆ์งˆ์˜ ๋…ผ๋ฌธ์ด ์•„๋‹Œ, ์ œ์ถœ ๋…ผ๋ฌธ ์ˆ˜(๋ถ„๋ชจ)๋ฅผ ๋ถ€ํ’€๋ ค ์‹ฌ์‚ฌ ์—ญ๋Ÿ‰์„ ์••๋„ํ•˜๋Š” ๊ฒƒ์ด๋ฉฐ, ์ด๋Š” ๊ฒฐ๊ณผ์ ์œผ๋กœ ์†Œ์ˆ˜์˜ ์‹ค์ œ ๋…ผ๋ฌธ์˜ ๊ฒŒ์žฌ ๊ฐ€๋Šฅ์„ฑ์„ ๋†’์ด๋Š” ๊ฒฐ๊ณผ๋ฅผ ์ดˆ๋ž˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
AI ๊ธฐ๋ฐ˜ ๋…ผ๋ฌธ ํˆฌ๊ธฐ: AI ์—์ด์ „ํŠธ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ํ•™ํšŒ ์‹œ์Šคํ…œ์„ ๊ต๋ž€ํ•˜๊ณ  ํŠน์ • ๋…ผ๋ฌธ์˜ ๊ฒŒ์žฌ ํ™•๋ฅ ์„ ์กฐ์ž‘ํ•˜๋ ค๋Š” ์ƒˆ๋กœ์šด ํ˜•ํƒœ์˜ ๊ณต๊ฒฉ์ด ํ˜„์‹คํ™”๋  ์ˆ˜ ์žˆ์Œ์„ ์‹œ์‚ฌํ•ฉ๋‹ˆ๋‹ค.
โ€ข
ํ•™ํšŒ ์‹œ์Šคํ…œ์˜ ์ทจ์•ฝ์„ฑ: ์—„๊ฒฉํ•œ ๊ธฐ์ˆ ์  ํƒ์ง€๋งŒ์œผ๋กœ๋Š” ํ•ด๊ฒฐํ•˜๊ธฐ ์–ด๋ ค์šด, ํ•™ํšŒ ์ •์ฑ… ๋ฐ ์ธ์„ผํ‹ฐ๋ธŒ ๊ตฌ์กฐ ์ž์ฒด์˜ ๊ทผ๋ณธ์ ์ธ ์ทจ์•ฝ์ ์„ ๋“œ๋Ÿฌ๋ƒ…๋‹ˆ๋‹ค.
โ€ข
์‹œ์Šคํ…œ์  ํ•ด๊ฒฐ์ฑ…์˜ ํ•„์š”์„ฑ: ๋‹จ์ˆœํžˆ ์•…์„ฑ ๋…ผ๋ฌธ์„ ํƒ์ง€ํ•˜๋Š” ๊ธฐ์ˆ ์  ๋ฐฉ์•ˆ์„ ๋„˜์–ด, ํ•™ํšŒ ์‹œ์Šคํ…œ ์ฐจ์›์˜ ์ •์ฑ… ๋ฐ ์ธ์„ผํ‹ฐ๋ธŒ ๊ฐœํ˜์ด ๊ทผ๋ณธ์ ์ธ ํ•ด๊ฒฐ์ฑ…์ž„์„ ๊ฐ•์กฐํ•˜๋ฉฐ, ํ–ฅํ›„ ์ด๋Ÿฌํ•œ ์‹œ์Šคํ…œ์  ์œ„ํ˜‘์— ๋Œ€ํ•œ ๋‹ค๊ฐ์ ์ธ ๋Œ€์‘ ๋ฐฉ์•ˆ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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