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K-SENSE: A Knowledge-Guided Self-Augmented Encoder for Neuro-Semantic Evaluation of Mental Health Conditions on Social Media

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์ €์ž

Vijay Yadav

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์†Œ์…œ ๋ฏธ๋””์–ด ํ…์ŠคํŠธ์—์„œ ์ŠคํŠธ๋ ˆ์Šค์™€ ์šฐ์šธ์ฆ๊ณผ ๊ฐ™์€ ์ •์‹  ๊ฑด๊ฐ• ์ƒํƒœ๋ฅผ ์กฐ๊ธฐ์— ํƒ์ง€ํ•˜๋Š” ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด K-SENSE๋ผ๋Š” ์ƒˆ๋กœ์šด ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. K-SENSE๋Š” ์™ธ๋ถ€ ์‹ฌ๋ฆฌํ•™์  ์ถ”๋ก  ๋Šฅ๋ ฅ๊ณผ ๋‚ด๋ถ€ ํ‘œํ˜„์˜ ๊ฐ•๊ฑด์„ฑ์„ ํ†ตํ•ฉํ•˜์—ฌ, ์‚ฌ์šฉ์ž ์ƒ์„ฑ ์ฝ˜ํ…์ธ ์˜ ๋ณต์žก์„ฑ๊ณผ ๋…ธ์ด์ฆˆ ๋ฌธ์ œ๋ฅผ ๊ทน๋ณตํ•ฉ๋‹ˆ๋‹ค. ์ด ํ”„๋ ˆ์ž„์›Œํฌ๋Š” COMET ๋ชจ๋ธ์„ ํ™œ์šฉํ•œ ์ถ”๋ก ์  ์ƒ์‹ ์ง€์‹ ์ถ”์ถœ, ๋‘ ๊ฐœ์˜ ์ธ์ฝ”๋” ์ŠคํŠธ๋ฆผ์„ ์œตํ•ฉํ•œ ์˜๋ฏธ๋ก ์  ์•ต์ปค ๊ตฌ์ถ•, ๊ทธ๋ฆฌ๊ณ  ๊ฐ๋…์  ๋Œ€๋น„ ํ•™์Šต์„ ํ†ตํ•ด ์ฃผ์š” ์ •์‹  ๊ฑด๊ฐ• ์ƒํƒœ ํƒ์ง€์—์„œ ๊ธฐ์กด ์ตœ๊ณ  ์„ฑ๋Šฅ์„ ๊ฒฝ์‹ ํ•˜๋Š” ์„ฑ๊ณผ๋ฅผ ๊ฑฐ๋‘์—ˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์™ธ๋ถ€ ์ง€์‹(์‹ฌ๋ฆฌํ•™์  ์ถ”๋ก )๊ณผ ๋‚ด๋ถ€ ๋ชจ๋ธ ๊ฐ•๊ฑด์„ฑ(์ž๊ธฐ ์ฆ๊ฐ• ๋ฐ ๋Œ€๋น„ ํ•™์Šต)์„ ๊ฒฐํ•ฉํ•˜๋Š” ํ†ตํ•ฉ์ ์ธ ์ ‘๊ทผ ๋ฐฉ์‹์˜ ํšจ๊ณผ์„ฑ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์†Œ์…œ ๋ฏธ๋””์–ด ํ…์ŠคํŠธ์˜ ๋ณต์žกํ•˜๊ณ  ๋…ธ์ด์ฆˆ๊ฐ€ ๋งŽ์€ ํ™˜๊ฒฝ์—์„œ๋„ ํšจ๊ณผ์ ์ธ ์ •์‹  ๊ฑด๊ฐ• ์ƒํƒœ ํƒ์ง€๊ฐ€ ๊ฐ€๋Šฅํ•จ์„ ๋ณด์—ฌ์ฃผ์—ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์ œ์•ˆ๋œ K-SENSE ํ”„๋ ˆ์ž„์›Œํฌ์˜ ๊ฐ ๊ตฌ์„ฑ ์š”์†Œ(์‹œ๊ฐ„์  ์ง€์‹ ํ†ตํ•ฉ, ์ง€์‹ ์ธ์ฝ”๋” ๋™๊ฒฐ ๋“ฑ)๊ฐ€ ์„ฑ๋Šฅ ํ–ฅ์ƒ์— ๊ธฐ์—ฌํ•จ์„ ์‹คํ—˜์ ์œผ๋กœ ๊ฒ€์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
COMET ๋ชจ๋ธ์—์„œ ์ถ”์ถœ๋œ ์ง€์‹์˜ ์ •ํ™•์„ฑ๊ณผ ํฌ๊ด„์„ฑ, ๊ทธ๋ฆฌ๊ณ  ๋‹ค๋ฅธ ์ •์‹  ๊ฑด๊ฐ• ์ƒํƒœ๋กœ์˜ ์ผ๋ฐ˜ํ™” ๊ฐ€๋Šฅ์„ฑ ํƒ๊ตฌ๋Š” ํ–ฅํ›„ ๊ณผ์ œ๋กœ ๋‚จ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘