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Question Answering

Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
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AI Generated ๐Ÿค— Daily Papers Natural Language Processing Question Answering ๐Ÿข Stanford University
AutoConverter๋Š” ์˜คํ”ˆ์—”๋“œ ๋ฐฉ์‹์˜ VQA ์งˆ๋ฌธ์„ ๋‹ค์ง€์„ ๋‹คํ˜• ์งˆ๋ฌธ์œผ๋กœ ์ž๋™ ๋ณ€ํ™˜ํ•˜๋Š” ์‹œ์Šคํ…œ์ž…๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด VLM(Vision Language Model) ํ‰๊ฐ€์˜ ๊ฐ๊ด€์„ฑ๊ณผ ์žฌํ˜„์„ฑ์„ ๋†’์ผ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์—ฐ๊ตฌ์ง„์€ AutoConverter๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ 20๊ฐœ์˜ ๊ธฐ์กด VQA ๋ฐ์ดํ„ฐ์…‹์„ ํ†ตํ•ฉํ•œ VMCBench๋ผ๋Š” ์ƒˆ๋กœ์šด ๋ฒค์น˜๋งˆํฌ๋ฅผ ๊ตฌ์ถ•ํ–ˆ์Šต๋‹ˆ๋‹ค. VMCBen…
MapQaTor: A System for Efficient Annotation of Map Query Datasets
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AI Generated ๐Ÿค— Daily Papers Natural Language Processing Question Answering ๐Ÿข Department of Computer Science and Engineering
MAPQATOR: ํ”Œ๋Ÿฌ๊ทธ์•คํ”Œ๋ ˆ์ด ๋ฐฉ์‹์˜ ์ง€๋ฆฌ๊ณต๊ฐ„ ์งˆ์˜์‘๋‹ต ๋ฐ์ดํ„ฐ์…‹ ์ƒ์„ฑ ์‹œ์Šคํ…œ
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…
SBS Figures: Pre-training Figure QA from Stage-by-Stage Synthesized Images
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AI Generated ๐Ÿค— Daily Papers Natural Language Processing Question Answering ๐Ÿข Kyoto University
SBS Figures: 100๋งŒ ๊ฐœ์˜ ํ•ฉ์„ฑ ์ด๋ฏธ์ง€์™€ QA ์Œ์œผ๋กœ ์‚ฌ์ „ ํ•™์Šต๋œ, ํšจ์œจ์ ์ธ Figure QA ๋ชจ๋ธ!
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation
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AI Generated ๐Ÿค— Daily Papers Natural Language Processing Question Answering ๐Ÿข Renmin University of China
RetroLLM: ๊ฒ€์ƒ‰๊ณผ ์ƒ์„ฑ์„ ํ†ตํ•ฉํ•œ RAG ์‹œ์Šคํ…œ