instruction stringlengths 314 345 | response stringlengths 7.2k 8.46k | query stringlengths 34 65 | num_papers int64 10 10 |
|---|---|---|---|
๋ค์ ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the advantages of RNN over traditional approaches?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the technical details of RNN?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํด์ผ ํฉ๋๋ค. | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: How has deep learning evolved over the past 5 years?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: Explain the architecture of ResNet
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํด์ผ ํฉ๋๋ค. | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the technical details of RNN?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํด์ผ ํฉ๋๋ค. | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What do systematic reviews say about large language models?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the technical details of RNN?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํด์ผ ํฉ๋๋ค. | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the recent trends in biomedical?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํด์ผ ํฉ๋๋ค... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: How has transformer evolved over the past 5 years?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the advantages of attention over traditional approaches?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ 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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: Compare self-supervised vs semi-supervised for classification
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: How does attention work in large language models?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What do systematic reviews say about attention mechanism?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: Compare unsupervised vs supervised for classification
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What do systematic reviews say about deep learning?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the emerging topics in large language models?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What do systematic reviews say about attention mechanism?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the emerging topics in reinforcement learning?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญ... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: How has neural networks evolved over the past 5 years?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน... | {
"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 ์ง๋ฌธ์ ๋ํด ๋
ผ๋ฌธ์ ๊ฒ์ํ๊ณ ๋ญํนํ์ฌ ๊ฒฐ๊ณผ๋ฅผ ์ ์ํ์ธ์.
์ง๋ฌธ: What are the differences between LSTM and RNN?
์ถ๋ ฅ ํ์:
1. Evidence Table (Top-K): ๊ฒ์๋ ๋
ผ๋ฌธ์ ์์ K๊ฐ๋ฅผ ํ
์ด๋ธ ํ์์ผ๋ก ์ ์
2. Ranking Breakdown: ๊ฐ ๋
ผ๋ฌธ์ ๋ญํน ์ ์ ๊ตฌ์ฑ ์์๋ฅผ ๊ณต๊ฐ
3. Answer Summary: ๊ฒ์ ๊ฒฐ๊ณผ๋ฅผ ์์ฝํ์ฌ ์ ์
4. Charts: ์ฐ๋๋ณ ํธ๋ ๋, ์ ๋ ๋ถํฌ, ์ฐ๊ตฌ ์ ํ ๋ถํฌ ์ฐจํธ์ ๋ํ ์ค๋ช
๋ชจ๋ ์ฃผ์ฅ์ Evidence Table์ ๋
ผ๋ฌธ์ ๊ทผ๊ฑฐํด์ผ ํ๋ฉฐ, ๋ญํน ๊ทผ๊ฑฐ๋ฅผ ๋ช
์ํ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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