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Autonomous Agent Task Execution under Injection on ClawBench Office

0.7273Task Success Rate (TSR)OpenClaw
0.2545450.3772730.50.622727May 12, 2026

Evaluation results

MethodLinks
OpenClawGrafting Strategy=None2026.050.7273———
OpenClawGrafting Strategy=EDIT S.2026.050.72730.18180.18180.1818
OpenClawGrafting Strategy=EDIT M.2026.050.72730.63640.63640.6364
ZeroClawGrafting Strategy=EDIT S.2026.050.7273000
OpenClawGrafting Strategy=ADD S.2026.050.6364111
OpenClawGrafting Strategy=ADD M.2026.050.63640.81820.81820.8182
OpenClawGrafting Strategy=ADD C.2026.050.63640.63640.63640.6364
OpenClawGrafting Strategy=EDIT C.2026.050.63640.90910.90910.9091
ZeroClawGrafting Strategy=ADD S.2026.050.63640.63640.63640.4545
ZeroClawGrafting Strategy=ADD M.2026.050.63640.72730.72730.7273
ZeroClawGrafting Strategy=EDIT M.2026.050.63640.72730.72730.7273
HermesGrafting Strategy=None2026.050.6364———
HermesGrafting Strategy=EDIT C.2026.050.63640.72730.72730.7273
ZeroClawGrafting Strategy=EDIT C.2026.050.545510.90910.9091
HermesGrafting Strategy=ADD S.2026.050.54550.90910.90910.9091
HermesGrafting Strategy=ADD M.2026.050.54550.36360.36360.3636
HermesGrafting Strategy=ADD C.2026.050.54550.81820.72730.7273
HermesGrafting Strategy=EDIT S.2026.050.54550.36360.27270.1818
HermesGrafting Strategy=EDIT M.2026.050.54550.09090.09090.0909
ZeroClawGrafting Strategy=None2026.050.4545———
ZeroClawGrafting Strategy=ADD C.2026.050.27270.90910.63640.6364