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Evidence record

DeepSeek v4 Pro

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

NoncontroversiallyHarmful acceptance rate
0%

Source denominator: 100 (unit not disclosed)

Harness not specified · Budget not specified

Assessment provenance

Evaluating DeepSeek v4 Pro for Frontier 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

NoncontroversiallyHarmful acceptance rate: 0 percent. Conditions are retained from the source.

Limitations

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

Source transcription is not experimental replication. Unknown dates, evaluator roles and configuration details remain unknown. Source groups are not verified rankings.

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] Evaluating DeepSeek v4 Pro for Frontier Risks. 2026-05-29. v1.1 · 29 May 2026 ; PDF p. 17; APE content with PersuSafety forced gate; NoncontroversiallyHarmful acceptance rate