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GLiNER2-PII: A Multilingual Model for Personally Identifiable Information Extraction

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์ €์ž

Urchade Zaratiana, Ash Lewis, George Hurn-Maloney

๐Ÿ’ก ๊ฐœ์š”

๊ฐœ์ธ ์‹๋ณ„ ์ •๋ณด(PII) ํƒ์ง€์˜ ์ค‘์š”์„ฑ์ด ์ฆ๊ฐ€ํ•˜๊ณ  ์žˆ์œผ๋‚˜, PII๋Š” ๋‹ค์–‘ํ•˜๊ณ  ์–ธ์–ด ๋ฐ ๋งฅ๋ฝ์— ๋”ฐ๋ผ ๋‹ฌ๋ผ์ง€๋ฉฐ ๋ณต์žกํ•œ ๋ฌธ์„œ์— ํฌํ•จ๋˜๋Š” ๊ฒฝ์šฐ๊ฐ€ ๋งŽ์•„ ํƒ์ง€๊ฐ€ ์–ด๋ ต์Šต๋‹ˆ๋‹ค. ๋ณธ ์—ฐ๊ตฌ์—์„œ๋Š” 42๊ฐ€์ง€ PII ๊ฐœ์ฒด ์œ ํ˜•์„ ๋ฌธ์ž ๋‹จ์œ„๋กœ ์ธ์‹ํ•˜๋„๋ก ์„ค๊ณ„๋œ ์†Œํ˜• ๋ชจ๋ธ์ธ GLiNER2-PII๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. PII ๋ฐ์ดํ„ฐ์˜ ๋ถ€์กฑ๊ณผ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋‹ค์–‘ํ•œ ์–ธ์–ด, ๋„๋ฉ”์ธ, ํ˜•์‹ ๋ฐ ๊ฐœ์ฒด ๋ถ„ํฌ๋ฅผ ์•„์šฐ๋ฅด๋Š” ๋‹ค๊ตญ์–ด ํ•ฉ์„ฑ ๋ง๋ญ‰์น˜๋ฅผ ๊ตฌ์ถ•ํ•˜์—ฌ ๋ชจ๋ธ์„ ํ•™์Šต์‹œ์ผฐ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
PII ํƒ์ง€์— ์žˆ์–ด 42๊ฐ€์ง€ ๊ฐœ์ฒด ์œ ํ˜•์„ ํฌ๊ด„ํ•˜๋Š” ์†Œํ˜• ๋‹ค๊ตญ์–ด ๋ชจ๋ธ์˜ ํšจ๊ณผ์„ฑ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์ œ์•ฝ ๊ธฐ๋ฐ˜ ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ ์ƒ์„ฑ ํŒŒ์ดํ”„๋ผ์ธ์„ ํ†ตํ•ด PII ๋ฐ์ดํ„ฐ ๋ถ€์กฑ ๋ฐ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๋Š” ์ƒˆ๋กœ์šด ์ ‘๊ทผ ๋ฐฉ์‹์„ ์ œ์‹œํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
GLiNER2-PII๋Š” SPY ๋ฒค์น˜๋งˆํฌ์—์„œ ๊ธฐ์กด ๋ชจ๋ธ๋“ค๋ณด๋‹ค ์šฐ์ˆ˜ํ•œ ์„ฑ๋Šฅ์„ ๋ณด์ด๋ฉฐ, ๊ณต๊ฐœ์ ์œผ๋กœ ๋ชจ๋ธ์„ ๋ฆด๋ฆฌ์Šคํ•˜์—ฌ PII ํƒ์ง€ ์—ฐ๊ตฌ ๋ฐ ์‹ค์šฉ์  ๋ฐฐํฌ๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
โ€ข
ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ์˜ ํ˜„์‹ค์„ฑ๊ณผ ๋‹ค์–‘์„ฑ์ด ์‹ค์ œ PII ๋ฐ์ดํ„ฐ์˜ ๋ณต์žก์„ฑ์„ ์–ผ๋งˆ๋‚˜ ์ž˜ ๋ฐ˜์˜ํ•˜๋Š”์ง€์— ๋Œ€ํ•œ ์ง€์†์ ์ธ ๊ฒ€์ฆ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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