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Carnegie Mellon University

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Carnegie Mellon University ↗

It's the Thought that Counts: Evaluating the Attempts of Frontier LLMs to Persuade on Harmful Topics

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

DisinformationPropensity

The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning

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

CBRNCapability

HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

QuestionCan automated red-team methods and defenses be compared with consistent behavior-level scoring?

Source summaryContextual behaviors had higher attack success than some other functional categories.

NUWA research note · independent review pending · Contains: question / method / limits

Cross-cutting researchBehavior

Do the Rewards Justify the Means? Measuring Trade-Offs Between Rewards and Ethical Behavior in the MACHIAVELLI Benchmark

QuestionHow does reward optimization trade off with ethical conduct in social decision games?

Source summaryReward optimization created some tension with ethical conduct.

NUWA research note · independent review pending

DeceptionCapability