Sign In

Towards Neural Graph Data Management

Created by
  • Haebom
Category
Empty

์ €์ž

Yufei Li, Yisen Gao, Jiaxin Bai, Jiaxuan Xiong, Haoyu Huang, Zhongwei Xie, Hong Ting Tsang, Yangqiu Song

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋น ๋ฅด๊ฒŒ ์ฆ๊ฐ€ํ•˜์ง€๋งŒ ์‹ ๊ฒฝ๋ง ๋ชจ๋ธ์ด ํ™œ์šฉํ•˜๊ธฐ ์–ด๋ ค์šด ๊ทธ๋ž˜ํ”„ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค๋ฅผ ์œ„ํ•œ ํ†ตํ•ฉ ๋ฒค์น˜๋งˆํฌ์ธ NGDBench๋ฅผ ์ œ์•ˆํ•œ๋‹ค. NGDBench๋Š” ๋ณต์žกํ•œ ํŒจํ„ด ๋งค์นญ, ๊ฐ€๋ณ€ ๊ธธ์ด ๊ฒฝ๋กœ, ์ˆซ์ž ์ง‘๊ณ„ ๋“ฑ์„ ํฌํ•จํ•˜๋Š” ์™„์ „ํ•œ Cypher ์ฟผ๋ฆฌ ์–ธ์–ด๋ฅผ ์ง€์›ํ•˜๋ฉฐ, ์‹ค์ œ์ ์ธ ๋…ธ์ด์ฆˆ์™€ ๋™์  ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ๋„ ํ†ตํ•ฉํ•œ๋‹ค. ํ˜„์žฌ์˜ LLM ๋ฐ RAG ๋ฐฉ๋ฒ•๋ก ์„ ํ‰๊ฐ€ํ•œ ๊ฒฐ๊ณผ, ๊ตฌ์กฐ์  ์ถ”๋ก , ๋…ธ์ด์ฆˆ ๊ฒฌ๊ณ ์„ฑ, ๋ถ„์„ ์ •ํ™•๋„ ์ธก๋ฉด์—์„œ ์ƒ๋‹นํ•œ ํ•œ๊ณ„๊ฐ€ ๋“œ๋Ÿฌ๋‚ฌ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์‹ ๊ฒฝ๋ง ๋ชจ๋ธ์ด ๋ณต์žกํ•œ ๊ทธ๋ž˜ํ”„ ์ฟผ๋ฆฌ๋ฅผ ์ฒ˜๋ฆฌํ•˜๋Š” ๋Šฅ๋ ฅ์— ๋Œ€ํ•œ ํ˜„์žฌ์˜ ํ•œ๊ณ„๋ฅผ ๋ช…ํ™•ํžˆ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๊ธˆ์œต, ์˜ํ•™ ๋“ฑ ๋‹ค์–‘ํ•œ ์‹ค์ œ ๋„๋ฉ”์ธ์—์„œ ์‹ ๊ฒฝ๋ง ๊ธฐ๋ฐ˜ ๊ทธ๋ž˜ํ”„ ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ์˜ ์ž ์žฌ๋ ฅ์„ ํ‰๊ฐ€ํ•  ์ˆ˜ ์žˆ๋Š” ํ‘œ์ค€ํ™”๋œ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
ํ˜„์žฌ ๋ชจ๋ธ๋“ค์ด ๋…ธ์ด์ฆˆ์— ์ทจ์•ฝํ•˜๊ณ  ๋ถ„์„์  ์ •ํ™•๋„๊ฐ€ ๋‚ฎ๋‹ค๋Š” ์ ์„ ๋ณด์—ฌ์ฃผ๋ฉฐ, ํ–ฅํ›„ ์—ฐ๊ตฌ ๋ฐฉํ–ฅ์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ฒค์น˜๋งˆํฌ๊ฐ€ ์‹ค์ œ ๊ทธ๋ž˜ํ”„ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค์˜ ๋ชจ๋“  ๋ณต์žก์„ฑ์„ ์™„์ „ํžˆ ํฌ๊ด„ํ•˜์ง€ ๋ชปํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ, ๋ชจ๋ธ์˜ ์ง€์†์ ์ธ ๊ฐœ์„ ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘
Made with Slashpage