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ResearchFormerly WizWand

Expertise Inference on Expertise inference dataset within-user

0.398MAEExPerT
0.349920.674460.9991.32354May 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ExPerTAdaptation=Dynamic, Semantic=True, Behavioral=True, n-shot=10-shot2026.050.3980.698
Semantic-onlyAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.050.4880.858
Behavior-onlyAdaptation=Dynamic, Semantic=False, Behavioral=True, n-shot=10-shot2026.050.791.6
IDLAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.051.1621.885
Persona-basedAdaptation=Static, Semantic=True, Behavioral=False, n-shot=10-shot2026.051.2512.341
Session-levelAdaptation=Static, Semantic=True, Behavioral=False, n-shot=10-shot2026.051.3072.406
AI PersonaAdaptation=Dynamic, Semantic=True, Behavioral=False, n-shot=10-shot2026.051.3532.633
Random GuessAdaptation=Static, Semantic=False, Behavioral=False, n-shot=10-shot2026.051.64