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ResearchFormerly WizWand

Metaphor on VUA

98.8AUROCFull Rep.
92.87294.41195.9597.489Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Full Rep.Model=Gemma2-9B, Representation Type=Full Representation2026.0498.8
Full Rep.Model=GPT-OSS-20B, Representation Type=Full Representation2026.0498.8
Full Representation ClassifierBackbone=Llama-3.1-8B, Representation Type=Full Rep., Evaluation Protocol=Trained2026.0497.6
Full Rep.Model=Qwen3-8B, Representation Type=Full Representation2026.0497
SubspaceModel=Gemma2-9B, Representation Type=Unidirectional Concreteness Subspace2026.0496.7
one-directional concreteness axisBackbone=Llama-3.1-8B, Representation Type=Subspace, Evaluation Protocol=Zero-shot2026.0495.7
SubspaceModel=GPT-OSS-20B, Representation Type=Unidirectional Concreteness Subspace2026.0494.1
SubspaceModel=Qwen3-8B, Representation Type=Unidirectional Concreteness Subspace2026.0493.1