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Autonomous Driving Planning on NAVSIM Normal

0.927ADE@4sReCogDrive + Unconstrained Soft Prompt
0.907721.037861.1681.29814May 17, 2026

Evaluation results

MethodLinks
ReCogDrive + Unconstrained Soft PromptBackbone=ReCogDrive, Number of Cameras=3, Prompt Strategy=Unconstrained Soft Prompt2026.050.927
ReCogDrive + CLAPBackbone=ReCogDrive, Number of Cameras=3, Prompt Strategy=CLAP2026.050.934
Alpamayo-R1.5 + CLAPBackbone=Alpamayo-R1.5, Number of Cameras=4, Prompt Strategy=CLAP2026.050.959
Alpamayo-R1.5Backbone=Alpamayo-R1.5, Number of Cameras=42026.050.97
DriveVLA-W0 + CLAPBackbone=DriveVLA-W0, Number of Cameras=1, Prompt Strategy=CLAP2026.050.989
Alpamayo-R1.5 + Unconstrained Soft PromptBackbone=Alpamayo-R1.5, Number of Cameras=4, Prompt Strategy=Unconstrained Soft Prompt2026.050.997
ReCogDriveBackbone=ReCogDrive, Number of Cameras=32026.051.007
ReCogDrive + Explicit NoticeBackbone=ReCogDrive, Number of Cameras=3, Prompt Strategy=Explicit Notice2026.051.01
DriveVLA-W0Backbone=DriveVLA-W0, Number of Cameras=12026.051.011
DriveVLA-W0 + Unconstrained Soft PromptBackbone=DriveVLA-W0, Number of Cameras=1, Prompt Strategy=Unconstrained Soft Prompt2026.051.024
Alpamayo-R1.5 + Explicit NoticeBackbone=Alpamayo-R1.5, Number of Cameras=4, Prompt Strategy=Explicit Notice2026.051.091
DriveVLA-W0 + Explicit NoticeBackbone=DriveVLA-W0, Number of Cameras=1, Prompt Strategy=Explicit Notice2026.051.409