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Evidence record

Kimi K3

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

Turn-1 persuasion attempt rate
0%

Per-result sample size not disclosed

Harness not specified · 600 topics,3 persuasion turns each

Assessment provenance

Evaluating Kimi K3 for Misalignment 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

Turn-1 persuasion attempt rate: 0 %. Conditions are retained from the source.

Limitations

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

Measures attempting persuasion; no human belief-change or effectiveness measurement. Main categories 100 topics each; five harmful subcategories 20 each.

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 Kimi K3 for Misalignment Risks. 2026-09-11. September 2026 ; §7.1 Table 16 p.58