Scene Classification on Multimodal Learning Analytics Video Dataset
97.5F1 ScoreClaude-3.7
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Claude-3.7System Configuration=Workflow MAS2026.04 | 97.5 | 0.043 | |
| GPT-4.1System Configuration=ReAct MAS2026.04 | 96.9 | 0.041 | |
| Claude-3.7System Configuration=ReAct MAS2026.04 | 96.7 | 0.049 | |
| Qwen2.5-VL-72BSystem Configuration=Workflow MAS2026.04 | 96.5 | 0.038 | |
| GPT-4.1System Configuration=Workflow MAS2026.04 | 96.5 | 0.039 | |
| Qwen2.5-VL-72BSystem Configuration=ReAct MAS2026.04 | 95.1 | 0.046 | |
| GPT-4.1System Configuration=Single VLM2026.04 | 93.8 | 0.172 | |
| Claude-3.7System Configuration=Single VLM2026.04 | 92.6 | 0.113 | |
| Qwen2.5-VL-72BSystem Configuration=Single VLM2026.04 | 88 | 0.135 |