Classroom behavioral, cognitive, and emotional state inference on MOTOR (test)
45.23Behavior Macro-F1MOTOR-MAS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MOTOR-MASFramework Category=Multi-Agent Frameworks, Base Model=InternVL-3.52026.05 | 45.23 | 39.81 | 43.27 | 42.77 | |
| CAMELFramework Category=Multi-Agent Frameworks, Number of Agents=32026.05 | 42.62 | 29.61 | 45.6 | 39.28 | |
| CAMELFramework Category=Multi-Agent Frameworks, Number of Agents=22026.05 | 41.99 | 24.83 | 28.7 | 31.84 | |
| InternVL-3.5Framework Category=MLLMs2026.05 | 25.89 | 19.21 | 35.43 | 26.84 | |
| Gemini-1.5-ProFramework Category=MLLMs2026.05 | 25.57 | 21.71 | 22.22 | 23.17 | |
| InternVL-2.5Framework Category=MLLMs2026.05 | 24.71 | 16.6 | 31.19 | 24.17 | |
| Gemini-1.5-FlashFramework Category=MLLMs2026.05 | 24.59 | 20.27 | 23.21 | 22.69 | |
| AffectGPTFramework Category=MLLMs2026.05 | 22.84 | 11.64 | 33.32 | 22.6 |