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Introspective Planning on KitchenAmbig (In-Distribution)

95.7Average AccuracyGATE
37.77252.81167.8582.889May 12, 2026

Evaluation results

MethodLinks
GATEelicitation turns=52026.0595.79.6
Adaptive CLIPRelicitation turns=up to 15, early-stop signal=true2026.0594.39.3
CLIPR2026.0594.39.3
TidyBot2026.0592.90
ICL + Answersprotocol=In-Context Learning with answers2026.0588.68.1
IP (full)2026.0577.13.2
CIPHER (Lev.)2026.0574.33.9
CIPHER (Sem.)2026.0574.33.9
Zero-shotprotocol=Zero-shot2026.0552.99.6
ICLprotocol=In-Context Learning2026.05403.9