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Columbia UniversityGoogle DeepMind
University of California, Berkeley
Vals AI
OpenAI
Anthropic
Tufts University
University of California, Los Angeles
QuestionCan agents recover semantics from realistic binaries without source access?
Source summaryGPT-5.6 Sol fully solved 80/254 graded instances, versus 60/223 for Claude Fable 5.1.
NUWA research note · independent review pending
UK AI Security Institute
Apollo Research
METR
Université de Montréal
MilaAnthropicOpenAIGoogle DeepMind
Truthful AIUniversity of California, Berkeley
Redwood Research
Center for AI Safety
Scale AI
QuestionWhy preserve natural-language reasoning as an oversight signal?
Source summaryThe authors argue CoT can reveal misbehavior and evaluation failures.
NUWA research note · independent review pending · Contains: question / method / findings / interpretation / limits
QuestionCan low stealth or situational reasoning support a bounded scheming-inability argument?
Source summaryNo evaluated model reached the authors’ concerning capability thresholds.
NUWA research note · independent review pending · Contains: question / method / limits
QuestionWhat warning signs can a structured dangerous-capability evaluation program reveal?
Source summaryThe authors found no strong dangerous capabilities in tested models, while identifying early warning signs.
NUWA research note · independent review pending
QuestionHow should evaluation evidence constrain frontier development when tests cannot cover every risk?
Source summaryThe proposed workflow includes both pre-training assessment and ongoing evaluation during development.
NUWA research note · independent review pending
QuestionCan embodied models recognize injury risks and obey embodiment-specific safety constraints?
Source summaryThree leading models averaged 92.3% text latent-risk accuracy and 88.7% high-severity accuracy in the reported comparison.
NUWA research note · independent review pending · Contains: question / method / limits
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