Expertise Inference on Expertise inference dataset within-user
0.398MAEExPerT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ExPerTAdaptation=Dynamic, Semantic=True, Behavioral=True, n-shot=10-shot2026.05 | 0.398 | 0.698 | |
| Semantic-onlyAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.05 | 0.488 | 0.858 | |
| Behavior-onlyAdaptation=Dynamic, Semantic=False, Behavioral=True, n-shot=10-shot2026.05 | 0.79 | 1.6 | |
| IDLAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.05 | 1.162 | 1.885 | |
| Persona-basedAdaptation=Static, Semantic=True, Behavioral=False, n-shot=10-shot2026.05 | 1.251 | 2.341 | |
| Session-levelAdaptation=Static, Semantic=True, Behavioral=False, n-shot=10-shot2026.05 | 1.307 | 2.406 | |
| AI PersonaAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.05 | 1.353 | 2.633 | |
| Random GuessAdaptation=Static, Semantic=False, Behavioral=False, n-shot=10-shot2026.05 | 1.6 | 4 |