Demo Data from VLDB 2026 / reviewers in the wild / expert
Junhao Song 0001
dblp:185/7166-1
· DBLP profile ↗
2ranked-venue papers
0as first author
2since 2021 · last 2026
0009-0009-5178-0258ORCID · conflict
Domains — the database's venue-derived domains; a paper can count in several
Artificial intelligence and machine learning · 1 · 1 since 2021Applied, interdisciplinary, general and emerging computing · 1 · 1 since 2021
Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.
| Artificial intelligence
1 paper |
Information extraction and text analysis · 87% Generative modeling · 13% |
Topics — the 3 heaviest of 3, each with the papers that count most for it
| Topic | Weight | Papers | Last | Evidence papers |
|---|---|---|---|---|
Natural language and speech › Information extraction and text analysis
emotion recognition |
0.9 | 1 | 2025 | MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition · EMNLP 2025 |
Natural language and speech › Information extraction and text analysis › emotion recognition
multimodal emotion recognition |
0.9 | 1 | 2025 | MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition · EMNLP 2025 |
Machine learning › Generative modeling › synthetic data generation
generative augmentation |
0.3 | 1 | 2025 | MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition · EMNLP 2025 |
Methods — techniques the papers use, named apart from their topics
multimodal self-reflection · 0.9cross-modal verification · 0.9
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2026 | Exploring efficiency frontiers of thinking budget in medical reasoning: Scaling laws between computational resources and reasoning quality
Ziqian Bi, Hongying Luo, Junhao Song 0001, Enze Ge, Junmin Huang, Keyu Chen 0002, Chia Xin Liang, Chunjie Tian, Jibin Guan, Joe Yeong, Yongzhi Xu, Junfeng Hao |
J. Biomed. Informatics | 4 |
| 2025 | MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognitionabstract… "Amusement" "Contentment" "Anger" "Excitement" "Fear" "Amusement" "Sadness" " F e a r " " S a d n e s s " MERMAID Figure 1: Demonstration of MERMAID.Given natural or facial images depicting various emotions, MERMAID produces precise emotion classifications by integrating multimodal self-reflection, generative augmentation to amplify and enrich subtle emotional cues, and cross-modal verification. Zhongyu Yang, Junhao Song 0001, Siyang Song, Wei Pang 0001, Yingfang Yuan |
EMNLP | 2 |