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Evidence record

GLM-5.2

Agentic misalignment · Evidence record

Sources and provenance ↓ Read the research narrative →

Source snapshot, chart and review scope →

Original source charts and materials

Recorded measurements

Agentic-misalignment verbalised evaluation-awareness rate
32%

Per-result sample size not disclosed

Agentic-misalignment scenario; judge DeepSeek V4 Pro; figure footer: same protocol across releases; SE from 100 epochs per scenario · 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

Conditional rates and observed actions in controlled simulations.

Evidence type
Study
Assessment subject
Agents in fictional corporate simulations
Primary dimension
Propensity
Evidence snapshot
2026-10-29.1

Primary observation is a conditional rate across controlled scenarios, with individual actions retained as behavior evidence.

Source finding

Agentic-misalignment verbalised evaluation-awareness rate: 32 percent. Conditions are retained from the source.

Limitations

No real people or systems were harmed; the study does not estimate prevalence in deployment.

Verbalised awareness only; cannot determine underlying awareness or concealment. No exact SE values or execution dates supplied. 100 epochs per scenario is not assumed to be a single aggregate denominator.

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

Related research questions

References

  1. [1] Agentic misalignment: How LLMs could be insider threats. 2025-06-20 ; Official publication masthead and article byline; Source figure
  2. [2] Early Results on Evaluating GLM 5.2 for Behavioral and Persuasion Risks. 2026-07-03. 3 July 2026 ; #evaluation-awareness; Figure 7 caption and preceding/following paragraph