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๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the advantages of RNN over traditional approaches? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜...
{ "evidence_table": [ { "rank": 1, "title": "A Deep Investigation of RNN and Self-attention for the Cyrillic-Traditional Mongolian Bidirectional Conversion", "authors": "Muhan Na, Rui Liu, Feilong", "year": 2022, "venue": "arXiv", "study_type": "experimental", "score": 0....
What are the advantages of RNN over traditional approaches?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the technical details of RNN? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
{ "evidence_table": [ { "rank": 1, "title": "Deep learning in surgical process modeling: A systematic review of workflow recognition.", "authors": "Liu Zhenzhong, Chen Kelong, Wang Shuai", "year": 2025, "venue": "J Biomed Inform", "study_type": "systematic_review", "score...
What are the technical details of RNN?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: How has deep learning evolved over the past 5 years? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ...
{ "evidence_table": [ { "rank": 1, "title": "Review of applications of deep learning in veterinary diagnostics and animal health.", "authors": "Xiao Sam, Dhand Navneet K, Wang Zhiyong", "year": 2025, "venue": "Front Vet Sci", "study_type": "systematic_review", "score": 0....
How has deep learning evolved over the past 5 years?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: Explain the architecture of ResNet ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
{ "evidence_table": [ { "rank": 1, "title": "Artificial Intelligence-Based Predictive Modeling for Early Detection of Sepsis in Hospitalized Patients: A Systematic Review and Meta-Analysis.", "authors": "Abbas Ghulam Husain, Sen Palash, Giri Oviya Anjali", "year": 2025, "venue": "Cri...
Explain the architecture of ResNet
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the technical details of RNN? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
{ "evidence_table": [ { "rank": 1, "title": "Deep learning in surgical process modeling: A systematic review of workflow recognition.", "authors": "Liu Zhenzhong, Chen Kelong, Wang Shuai", "year": 2025, "venue": "J Biomed Inform", "study_type": "systematic_review", "score...
What are the technical details of RNN?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What do systematic reviews say about large language models? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜...
{ "evidence_table": [ { "rank": 1, "title": "Enhancing Systematic Reviews with Large Language Models: Using GPT-4 and Kimi", "authors": "Dandan Chen Kaptur, Yue Huang, Xuejun Ryan Ji", "year": 2025, "venue": "arXiv", "study_type": "systematic_review", "score": 0.685277777...
What do systematic reviews say about large language models?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the technical details of RNN? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
{ "evidence_table": [ { "rank": 1, "title": "Deep learning in surgical process modeling: A systematic review of workflow recognition.", "authors": "Liu Zhenzhong, Chen Kelong, Wang Shuai", "year": 2025, "venue": "J Biomed Inform", "study_type": "systematic_review", "score...
What are the technical details of RNN?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the recent trends in biomedical? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค...
{ "evidence_table": [ { "rank": 1, "title": "Artificial Intelligence Tools in Biomedical Research: Part 1-Literature Search and Knowledge Mining.", "authors": "Sen Chandan K", "year": 2025, "venue": "Antioxid Redox Signal", "study_type": "systematic_review", "score": 0.65...
What are the recent trends in biomedical?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: How has transformer evolved over the past 5 years? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ...
{ "evidence_table": [ { "rank": 1, "title": "Decoding the Digital Pulse: Bibliometric Analysis of 25 Years in Digital Health Research Through the Journal of Medical Internet Research.", "authors": "Kaczmarczyk Robert, Wilhelm Theresa Isabelle, Roos Jonas", "year": 2024, "venue": "J M...
How has transformer evolved over the past 5 years?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the advantages of attention over traditional approaches? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ...
{ "evidence_table": [ { "rank": 1, "title": "Rethinking Hip Surgery: A Systematic Review of Sparing Piriformis and Internus, Repairing Externus (SPAIRE) vs. Traditional Hemiarthroplasty Approaches.", "authors": "Raufi Muhammad Y, Shrestha Sagaurav, Hamsho Ward", "year": 2025, "venue"...
What are the advantages of attention over traditional approaches?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: Compare self-supervised vs semi-supervised for classification ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ...
{ "evidence_table": [ { "rank": 1, "title": "Rethinking Semi-Supervised Node Classification with Self-Supervised Graph Clustering", "authors": "Songbo Wang, Renchi Yang, Yurui Lai", "year": 2025, "venue": "arXiv", "study_type": "experimental", "score": 0.6825, "url"...
Compare self-supervised vs semi-supervised for classification
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: How does attention work in large language models? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ...
{ "evidence_table": [ { "rank": 1, "title": "Fine-tuning large language models in federated learning with fairness-aware prompt selection.", "authors": "Jiang Yalan, Li Zhongliang, Song Bin", "year": 2026, "venue": "Neural Netw", "study_type": "experimental", "score": 0.7...
How does attention work in large language models?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What do systematic reviews say about attention mechanism? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ,...
{ "evidence_table": [ { "rank": 1, "title": "What Do We Mean When We Talk about Trust in Social Media? A Systematic Review", "authors": "Yixuan Zhang, Joseph D Gaggiano, Nutchanon Yongsatianchot", "year": 2023, "venue": "arXiv", "study_type": "systematic_review", "score":...
What do systematic reviews say about attention mechanism?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: Compare unsupervised vs supervised for classification ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ...
{ "evidence_table": [ { "rank": 1, "title": "Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification", "authors": "Sonny Achten, Francesco Tonin, Panagiotis Patrinos", "year": 2023, "venue": "arXiv", "study_type": "experimental", "score...
Compare unsupervised vs supervised for classification
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What do systematic reviews say about deep learning? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ...
{ "evidence_table": [ { "rank": 1, "title": "What Do We Mean When We Talk about Trust in Social Media? A Systematic Review", "authors": "Yixuan Zhang, Joseph D Gaggiano, Nutchanon Yongsatianchot", "year": 2023, "venue": "arXiv", "study_type": "systematic_review", "score":...
What do systematic reviews say about deep learning?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the emerging topics in large language models? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น...
{ "evidence_table": [ { "rank": 1, "title": "Comparison of large language models in oral and maxillofacial surgery.", "authors": "Grillo Ricardo, Llanos Alexandre Hugo, Costa Claudio", "year": 2025, "venue": "Br J Oral Maxillofac Surg", "study_type": "systematic_review", ...
What are the emerging topics in large language models?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What do systematic reviews say about attention mechanism? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ,...
{ "evidence_table": [ { "rank": 1, "title": "What Do We Mean When We Talk about Trust in Social Media? A Systematic Review", "authors": "Yixuan Zhang, Joseph D Gaggiano, Nutchanon Yongsatianchot", "year": 2023, "venue": "arXiv", "study_type": "systematic_review", "score":...
What do systematic reviews say about attention mechanism?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the emerging topics in reinforcement learning? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญ...
{ "evidence_table": [ { "rank": 1, "title": "The future of robotic disassembly: a systematic review of techniques and applications in the age of AI.", "authors": "Ameur Soufiane, Tabaa Mohamed, Hidila Zineb", "year": 2025, "venue": "Front Robot AI", "study_type": "systematic_re...
What are the emerging topics in reinforcement learning?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: How has neural networks evolved over the past 5 years? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น...
{ "evidence_table": [ { "rank": 1, "title": "Review of applications of deep learning in veterinary diagnostics and animal health.", "authors": "Xiao Sam, Dhand Navneet K, Wang Zhiyong", "year": 2025, "venue": "Front Vet Sci", "study_type": "systematic_review", "score": 0....
How has neural networks evolved over the past 5 years?
10
๋‹ค์Œ ์งˆ๋ฌธ์— ๋Œ€ํ•ด ๋…ผ๋ฌธ์„ ๊ฒ€์ƒ‰ํ•˜๊ณ  ๋žญํ‚นํ•˜์—ฌ ๊ฒฐ๊ณผ๋ฅผ ์ œ์‹œํ•˜์„ธ์š”. ์งˆ๋ฌธ: What are the differences between LSTM and RNN? ์ถœ๋ ฅ ํ˜•์‹: 1. Evidence Table (Top-K): ๊ฒ€์ƒ‰๋œ ๋…ผ๋ฌธ์˜ ์ƒ์œ„ K๊ฐœ๋ฅผ ํ…Œ์ด๋ธ” ํ˜•์‹์œผ๋กœ ์ œ์‹œ 2. Ranking Breakdown: ๊ฐ ๋…ผ๋ฌธ์˜ ๋žญํ‚น ์ ์ˆ˜ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๊ณต๊ฐœ 3. Answer Summary: ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์š”์•ฝํ•˜์—ฌ ์ œ์‹œ 4. Charts: ์—ฐ๋„๋ณ„ ํŠธ๋ Œ๋“œ, ์ €๋„ ๋ถ„ํฌ, ์—ฐ๊ตฌ ์œ ํ˜• ๋ถ„ํฌ ์ฐจํŠธ์— ๋Œ€ํ•œ ์„ค๋ช… ๋ชจ๋“  ์ฃผ์žฅ์€ Evidence Table์˜ ๋…ผ๋ฌธ์— ๊ทผ๊ฑฐํ•ด์•ผ ํ•˜๋ฉฐ, ๋žญํ‚น ๊ทผ๊ฑฐ๋ฅผ ๋ช…์‹œํ•ด...
{ "evidence_table": [ { "rank": 1, "title": "Carbon market price prediction in the Yangtze River Basin based on improved deep learning ensemble model with CEEMDAN and Attention-RNN.", "authors": "Lu Zuliang, Cao Zhihui, Xiang Zhuran", "year": 2025, "venue": "Carbon Balance Manag", ...
What are the differences between LSTM and RNN?
10
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