Behavior Prediction on Student_15 v1.0 (test)
94AccuracyPrototype Mapping
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Prototype MappingModel=GPT-4o2025.05 | 94 | 3.77 | |
| Prototype MappingModel=Claude-3.5-Sonnet2025.05 | 65 | 3.09 | |
| Prototype MappingModel=LLaMA-3.3-70B-Instruct2025.05 | 61 | 2.99 | |
| SimilarityModel=Claude-3.5-Sonnet2025.05 | 61 | 3.03 | |
| Prototype MappingModel=GPT-3.52025.05 | 56 | 2.99 | |
| LevelModel=GPT-3.52025.05 | 54 | 2.88 | |
| RandomModel=Claude-3.5-Sonnet2025.05 | 53 | 2.74 | |
| Level+RandomModel=Claude-3.5-Sonnet2025.05 | 49 | 2.51 | |
| Level+SimilarityModel=Claude-3.5-Sonnet2025.05 | 47 | 2.44 | |
| Level+SimilarityModel=GPT-3.52025.05 | 47 | 2.66 | |
| SimilarityModel=GPT-4o2025.05 | 47 | 2.62 | |
| Level+RandomModel=GPT-4o2025.05 | 47 | 2.58 | |
| Level+SimilarityModel=GPT-4o2025.05 | 47 | 2.57 | |
| Level+RandomModel=GPT-3.52025.05 | 45 | 2.61 | |
| RandomModel=GPT-4o2025.05 | 45 | 2.55 | |
| SimilarityModel=GPT-3.52025.05 | 44 | 2.51 | |
| LevelModel=GPT-4o2025.05 | 44 | 2.44 | |
| Level+SimilarityModel=LLaMA-3.3-70B-Instruct2025.05 | 43 | 2.41 | |
| LevelModel=Claude-3.5-Sonnet2025.05 | 42 | 2.24 | |
| SimilarityModel=LLaMA-3.3-70B-Instruct2025.05 | 41 | 2.45 | |
| Level+RandomModel=LLaMA-3.3-70B-Instruct2025.05 | 40 | 2.23 | |
| LevelModel=LLaMA-3.3-70B-Instruct2025.05 | 39 | 2.3 | |
| RandomModel=LLaMA-3.3-70B-Instruct2025.05 | 37 | 2.29 | |
| RandomModel=GPT-3.52025.05 | 37 | 2.36 |