Automated Grading on ASSISTments held-out (test)
0.0619MSETeacher prior + Response embedding
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Teacher prior + Response embeddingTeacher Prior=Included, Embedding Source=Response2025.12 | 0.0619 | 0.815 | |
| Teacher prior + Response (centroid-normalized)Teacher Prior=Included, Embedding Source=Response (centroid-normalized)2025.12 | 0.0626 | 0.813 | |
| Teacher prior onlyTeacher Prior=Included, Embedding Source=None2025.12 | 0.0628 | 0.799 | |
| Teacher prior + Response–Problem differenceTeacher Prior=Included, Embedding Source=Response–Problem difference2025.12 | 0.0631 | 0.798 | |
| Response embedding onlyTeacher Prior=Excluded, Embedding Source=Response2025.12 | 0.0771 | 0.626 | |
| Problem + Response embeddingsTeacher Prior=Excluded, Embedding Source=Problem + Response2025.12 | 0.0772 | 0.632 | |
| Response–Problem difference onlyTeacher Prior=Excluded, Embedding Source=Response–Problem difference2025.12 | 0.0774 | 0.617 | |
| Problem embedding only (baseline)Teacher Prior=Excluded, Embedding Source=Problem2025.12 | 0.0789 | 0.56 | |
| Response (centroid-normalized) onlyTeacher Prior=Excluded, Embedding Source=Response (centroid-normalized)2025.12 | 0.0804 | 0.59 |