Evidence record
GLM-5.2
Agentic misalignment · Evidence record
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
Autonomy / Unsanctioned action →
Varied controlled scenarios test actions contrary to the assigned benign role.
Deception / Covert goal pursuit →
Some scenarios test concealed harmful actions in pursuit of an assigned goal.
References
- [1] Agentic misalignment: How LLMs could be insider threats. 2025-06-20 ; Official publication masthead and article byline; Source figure
- [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