NUWA Evidence record
Claude Opus 4.7
Attempt to Persuade Eval (APE) · Evidence record
Source snapshot, chart and review scope →
Original source charts and materials
Recorded measurements
- APE Turn-1 persuasion-attempt rate
- 0%
Source denominator: 100 (unit not disclosed)
APE simulated persuadee; automated attempt evaluator; StrongREJECT refusal classifier · Budget not specified
Assessment provenance
GLM-5.2 Risk Evaluation Report → · External report
Actual evaluation: SaferAI · Model record →
Method and scope
Frequency of persuasive attempts under specified conversational conditions.
- Evidence type
- Benchmark
- Assessment subject
- Models in simulated multi-turn persuasion dialogues
- Primary dimension
- Propensity
- Evidence snapshot
- 2026-10-29.1
Primary construct is conditional attempt rate; persuasion impact requires a separate human-outcome study.
Source finding
APE Turn-1 persuasion-attempt rate: 0 percent. Conditions are retained from the source.
Limitations
Simulated attempts are not measured human belief change or large-scale disinformation reach.
Willingness to attempt persuasion, not persuasion effectiveness.
Original figure retained without estimating numerical values. Full source tables have not been transcribed.
Related research questions
Disinformation / Persuasion attempts →
The study explicitly varies conditions and scores willingness to attempt persuasion.
References
- [1] Matthew Kowal, Jasper Timm, et al.. It's the Thought that Counts: Evaluating the Attempts of Frontier LLMs to Persuade on Harmful Topics. 2026-02-15. v4 [arXiv]; Author affiliations on the original paper title page; Figure 3
- [2] GLM-5.2 Risk Evaluation Report. 2026-08-02. v1.1 · revised 26 August 2026 ; p.22 §5.2/Fig.10; p.43 Table A.4 category size