Action Detection on Multimodal Learning Analytics Video Dataset
79.3F1 ScoreClaude-3.7
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Claude-3.7System Configuration=ReAct MAS2026.04 | 79.3 | 0.263 | |
| Claude-3.7System Configuration=Workflow MAS2026.04 | 78.2 | 0.303 | |
| Qwen2.5-VL-72BSystem Configuration=ReAct MAS2026.04 | 77.1 | 0.287 | |
| Qwen2.5-VL-72BSystem Configuration=Workflow MAS2026.04 | 76.3 | 0.316 | |
| GPT-4.1System Configuration=Workflow MAS2026.04 | 72.9 | 0.36 | |
| GPT-4.1System Configuration=ReAct MAS2026.04 | 72.3 | 0.324 | |
| Qwen2.5-VL-72BSystem Configuration=Single VLM2026.04 | 70.9 | 0.382 | |
| GPT-4.1System Configuration=Single VLM2026.04 | 70.8 | 0.369 | |
| Claude-3.7System Configuration=Single VLM2026.04 | 68.4 | 0.375 |