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๐Ÿข Megagon Labs

CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era
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AI Generated ๐Ÿค— Daily Papers Natural Language Processing Question Answering ๐Ÿข Megagon Labs
๋ณธ ์—ฐ๊ตฌ๋Š” ๋Œ€๊ทœ๋ชจ ํ˜„๋Œ€ ์ง€์‹ ๊ทธ๋ž˜ํ”„์—์„œ LLM์„ ์ด์šฉํ•œ ์ •ํ™•ํ•œ ์ •๋ณด ๊ฒ€์ƒ‰์„ ์œ„ํ•œ ์ƒˆ๋กœ์šด ๋ฒค์น˜๋งˆํฌ์ธ CypherBench๋ฅผ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์กด์˜ RDF ๊ธฐ๋ฐ˜ ์ง€์‹ ๊ทธ๋ž˜ํ”„๋Š” ๊ณผ๋„ํ•˜๊ฒŒ ํฐ ์Šคํ‚ค๋งˆ์™€ ๋ฆฌ์†Œ์Šค ์‹๋ณ„์ž ์‚ฌ์šฉ์œผ๋กœ LLM์— ๋น„ํšจ์œจ์ ์ด๋ผ๋Š” ๋ฌธ์ œ์ ์„ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค. ํŠนํžˆ, Wikidata์™€ ๊ฐ™์€ ํ˜„๋Œ€ ์ง€์‹ ๊ทธ๋ž˜ํ”„๋Š” LLM์˜ ๋ฌธ๋งฅ ์ฐฝ ํฌ๊ธฐ๋ฅผ ์ดˆ๊ณผํ•˜๋Š” ๊ฒฝ์šฐ๊ฐ€ ๋งŽ์Šต๋‹ˆ…