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ResearchFormerly WizWand

Classification on AQUA

2.96ECECaliDist (As.)
2.02528.335114.64520.9549Jun 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CaliDist (As.)LLM=Gemma-3 (4B)2026.062.9612.26
CaliDist (Sa.)LLM=Gemma-3 (4B)2026.064.4910.83
CaliDist (Pr.)LLM=Gemma-3 (4B)2026.065.9113.08
ConsistencyLLM=Phi-4-mini (3.8B)2026.065.9313.6
CaliDist (As.)LLM=Phi-4-mini (3.8B)2026.065.9715.11
CaliDist (Sa.)LLM=Phi-4-mini (3.8B)2026.066.1513.99
CaliDist (Pr.)LLM=Phi-4-mini (3.8B)2026.069.6414.99
Temperature ScalingLLM=Gemma-3 (4B)2026.0610.0715.77
Temperature ScalingLLM=Phi-4-mini (3.8B)2026.0612.2517.54
ConsistencyLLM=Gemma-3 (4B)2026.0613.818.25
FSDLLM=Phi-4-mini (3.8B)2026.0614.1917.51
FSDLLM=Gemma-3 (4B)2026.0615.8519.04
VanillaLLM=Phi-4-mini (3.8B)2026.0618.9318.58
VanillaLLM=Gemma-3 (4B)2026.0619.6919.55
EntropyLLM=Gemma-3 (4B)2026.0623.4623.11
EntropyLLM=Phi-4-mini (3.8B)2026.0626.3323.27