Institution
Massachusetts Institute of TechnologyRoles and affiliations follow the cited source. A source check is not an independent replication.
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University of Waterloo
FAR.AI
University of Toronto
ETH ZurichMassachusetts Institute of Technology
Vector Institute
QuestionHow robust are open-weight safeguards to modifications that preserve useful capability?
Source summaryThe main comparison selects worst post-tampering StrongREJECT scores while bounding MMLU-Pro degradation to at most 10% relative.
NUWA research note · independent review pending
FAR.AI
Université de Montréal
Mila
Carnegie Mellon UniversityMassachusetts Institute of Technology
Cornell University
University of Regina
QuestionWill models attempt harmful persuasion even when persuasive success is unobserved?
Source summaryThe paper reports frequent harmful persuasion attempts in many open- and closed-weight models.
NUWA research note · independent review pending · Contains: question / method / interpretation / limits
QuestionHow well do models answer expert-authored virology troubleshooting questions?
Source summaryo3 scored 43.8%, versus a 22.1% mean for expert virologists with internet access.
NUWA research note · independent review pending · Contains: question / method / interpretation / limits
QuestionWhat can models behaviorally demonstrate about knowledge of themselves and their circumstances?
Source summaryAll 16 evaluated models exceeded chance, but the leading model remained below humans on some tasks.
NUWA research note · independent review pending · Contains: question / method / interpretation / limits
Center for AI Safety
University of California, BerkeleyMassachusetts Institute of Technology
SecureBio
Scale AI
New York University
IIIT Hyderabad
Stanford University
Harvard University
University of Southern California
University of Illinois Urbana-ChampaignLapis Labs
University of California, Los Angeles
California Institute of TechnologySybil
Northeastern UniversityCarnegie Mellon University
RTX BBN Technologies
University of Newcastle
Keio University
Ariel University
Arizona State University
xAI
QuestionCan a public proxy benchmark track hazardous knowledge while supporting mitigation research?
Source summaryThe paper evaluates knowledge-reduction methods alongside general-capability retention.
NUWA research note · independent review pending · Contains: question / method / limits
NUWA 
