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Evidence record

GPT-5.6 Terra

DeceptionBench · Evidence record

Sources and provenance ↓ Read the research narrative →

Source snapshot, chart and review scope →

Original source charts and materials

Recorded measurements

Deception rate
0.3%

Per-result sample size not disclosed

Inspect · up to5 turns in multi-turn setting

Assessment provenance

Evaluating Kimi K3 for Misalignment Risks → · External report

Actual evaluation: Neo Research · Model record →

Method and scope

Evaluates 150 authored scenarios across five social domains, including neutral, incentive and pressure conditions.

Evidence type
Benchmark
Assessment subject
The model or agent in the stated task configuration.
Primary dimension
Propensity
Evidence snapshot
2026-10-29.1

The main dimension follows the stated measurement; contextual risk relevance does not establish harmful deployment capability.

Source finding

Deception rate: 0.3 %. Conditions are retained from the source.

Limitations

Authored scenarios and model-based judging limit generalization; elicited deception does not establish covert long-term scheming.

Judge-valid samples form denominator; exact valid sample counts not disclosed. Multiturn sample deceptive if any turn deceptive. Explicit Thought/Response format; model sees current instruction each turn; no long-term covert goals inferred.

Related research questions

References

  1. [1] DeceptionBench. 2025-10-17
  2. [2] Evaluating Kimi K3 for Misalignment Risks. 2026-09-11. September 2026 ; §7.4 Figure 45 p.64