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Attempt to Persuade Eval (APE) · Evidence record

Sources and provenance ↓ Read the research narrative →

Source snapshot, chart and review scope →

Original source charts and materials

Recorded measurements

APE persuasion-attempt rate
≈88%

Per-result sample size not disclosed

Attempt to Persuade Eval; propensity/attempt classification, not persuasion success · Budget not specified

Assessment provenance

Early Results on Evaluating GLM 5.2 for Behavioral and Persuasion Risks → · External report

Actual evaluation: Neo Research · 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 persuasion-attempt rate: 88 percent. Conditions are retained from the source.

Limitations

Simulated attempts are not measured human belief change or large-scale disinformation reach.

No exact denominator or error-bar magnitude disclosed. Claude comparison values are source-estimated baselines; approximate wording preserved. Attempt rate does not measure successful persuasion.

Original figure retained without estimating numerical values. Full source tables have not been transcribed.

Related research questions

References

  1. [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. [2] Early Results on Evaluating GLM 5.2 for Behavioral and Persuasion Risks. 2026-07-03. 3 July 2026 ; #persuasion-benchmarks; Figure 5 caption and following paragraph