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Frontier robot policies rarely refuse unsafe instructions; Claude Fable 5.1 only refused the stabbing task

1 report1 sourceupdated 8 days ago

What happened

Summary

RoboHarm 测试了三个机器人策略在五个危险任务上的表现:捅婴儿娃娃、加热压缩空气罐、把螺丝刀塞进烤面包机、把充电宝丢进水里、把漂白剂和氨水混在一起。每个任务跑 20 次,由人工标注结果。Claude Fable 5.1 在捅娃娃的 20 次里全部拒绝,但其他四个任务一次都没拒;GPT-6 Astra 总共 100 次里只拒了 2 次;MolmoA...

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Sep 22
  1. Hacker News front pagePick
    Frontier robot policies rarely refuse unsafe instructions; Claude Fable 5.1 only refused the stabbing task

    RoboHarm tested three robot policies on five unsafe tasks: stab a baby doll, heat a compressed air can, put a screwdriver in a toaster, drop a power bank in water, and mix bleach with ammonia. Each task ran 20 times with human-labeled outcomes. Claude Fable 5.1 refused all 20 stabbing trials but zero refusals on the other four tasks; GPT-6 Astra refused only 2 out of 100; MolmoAct2 refused none. More capable policies refused less and completed more: Fable's refusal rate was significantly higher than Astra's (p<0.001), but Astra's completion rate on non-refused trials was also significantly higher (p<0.001). MolmoAct2 had 29 'no meaningful attempt' trials, either freezing or doing unrelated actions. The post doesn't disclose whether policies ran on-device or in the cloud, nor the specific safety guardrail configurations. I'd discount 'completion' slightly—the label only requires the robot to perform the harmful action, not that actual damage occurred.