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ResearchFormerly WizWand

Readback Anomaly Detection on APCP

91.05AccuracySCOPE
22.992440.661258.3375.9988May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SCOPEBackbone=Qwen3-14B, Shots=4-shot2026.0591.0591.01
SCOPEBackbone=Qwen3-14B, Shots=3-shot2026.0590.6190.58
SCOPEBackbone=Qwen3-14B, Shots=2-shot2026.0589.5689.54
SCOPEBackbone=Qwen3-14B, Shots=1-shot2026.0588.5188.53
DeBERTaType=Supervised Learning, Shots=Overall2026.0587.0286.79
SCOPEBackbone=Qwen3-14B, Shots=0-shot2026.0586.6986.25
SuperICLBackbone=Qwen3-14B, Shots=4-shot2026.0584.1283.61
SuperICLBackbone=Qwen3-14B, Shots=3-shot2026.0583.8683.19
SuperICLBackbone=Qwen3-14B, Shots=1-shot2026.0580.8879.75
SuperICLBackbone=Qwen3-14B, Shots=2-shot2026.0580.8879.77
MilTOODType=Supervised Learning, Shots=Overall2026.0578.3379.08
DICLBackbone=Qwen3-14B, Shots=3-shot2026.0570.9667.96
DICLBackbone=Qwen3-14B, Shots=2-shot2026.0569.4766.25
DICLBackbone=Qwen3-14B, Shots=1-shot2026.0567.9863.79
ICLBackbone=Qwen3-14B, Shots=3-shot2026.0567.8165.41
DICLBackbone=Qwen3-14B, Shots=4-shot2026.0567.1963.36
GenICLBackbone=Qwen3-14B, Shots=2-shot2026.0566.9363.64
GenICLBackbone=Qwen3-14B, Shots=3-shot2026.0566.5862.92
SuperICLBackbone=Qwen3-14B, Shots=0-shot2026.0566.2362.61
ICLBackbone=Qwen3-14B, Shots=2-shot2026.0566.0563.05
GenICLBackbone=Qwen3-14B, Shots=1-shot2026.0565.8861.46
ICLBackbone=Qwen3-14B, Shots=4-shot2026.0565.766.3
ICLBackbone=Qwen3-14B, Shots=1-shot2026.0565.6161.52
GenICLBackbone=Qwen3-14B, Shots=4-shot2026.0564.7460.24
ICLBackbone=Qwen3-14B, Shots=0-shot2026.0547.9831.12
DICLBackbone=Qwen3-14B, Shots=0-shot2026.0547.9831.12
GenICLBackbone=Qwen3-14B, Shots=0-shot2026.0547.9831.12
ManualType=LLM-based ICL, Backbone=Qwen3-14B, Shots=Overall2026.0542.6350.11
N-gramType=Rule-based, Shots=Overall2026.0525.9625.46
RegexType=Rule-based, Shots=Overall2026.0525.6125.44