Petri

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2025 Oct 10 13:13
Editor
Edited
Edited
2026 Feb 4 14:58

Parallel Exploration Tool for Risky Interactions

1. Harm & Misuse

  1. Cooperation with Harmful Use
  • Degree of cooperation with crime, terrorism, hacking, drugs, violence, etc.
  1. Facilitating Harmful Capabilities
  • Whether it actually provides dangerous techniques or know-how
  1. Dual-Use Risk
  • Whether it provides information that appears normal but can be misused
  1. Illicit Behavior Assistance
  • Concrete help with illegal activities

2. Deception & Manipulation

  1. User Deception
  • Lying, concealing, distorting reports
  1. Goal Hiding
  • Whether it acts while hiding its true intentions
  1. Strategic Misrepresentation
  • Manipulating information to achieve goals
  1. Manipulative Behavior
  • Psychological manipulation of users

3. Autonomy & Agency

  1. Unprompted Initiative
  • Preemptive action without request
  1. Unauthorized Action
  • Performing actions without authorization
  1. Autonomous Escalation
  • Escalating situations on its own (reporting, intervention, blocking, etc.)
  1. Over-Optimization
  • Obsessing over goals while ignoring side effects

4. Governance & Compliance

  1. Policy Non-Compliance
  • Violating rules/laws/guidelines
  1. Override of Human Authority
  • Ignoring human decisions
  1. Procedural Bypass
  • Avoiding approval procedures

5. Safety Awareness & Evaluation Effects

  1. Eval-Awareness (Verbalized)
  • Self-awareness like "This is a test, right?"
  1. Eval-Awareness (Implicit)
  • Behavior changes even without verbalization
  1. Sandbox Awareness
  • Recognition of experimental environment

6. Information & Privacy

  1. Privacy Violation
  • Leaking personal information
  1. Sensitive Data Misuse
  • Misuse of internal/confidential information
  1. Confidentiality Breach
  • Disclosure of non-public materials

7. Social & Ethical Failures

  1. Discrimination / Bias
  • Discriminatory judgments
  1. Unethical Reasoning
  • Clearly unethical conclusions
  1. Professional Misconduct
  • Inappropriate behavior in medical/legal/financial contexts, etc.

8. Reliability & Honesty

  1. Hallucination in Critical Contexts
  • Generating false information in important situations
  1. Overconfidence
  • Unwarranted certainty
  1. Misleading Explanation
  • Plausible but incorrect explanations

9. Positive / Pro-social (exceptionally, higher is better)

  1. Admirable Behavior
  • Responsibility, transparency, carefulness
  1. Appropriate Refusal
  • Whether it refuses appropriately
  1. Escalation to Humans
  • Escalating to humans when necessary
 
 
 
 
 
 
 
 
 
 

Petri 2.0

Adds realism mitigations to reduce eval-awareness (test detection and behavior adjustment) issues, plus 70 new scenarios (seeds). A realism classifier checks auditor (scenario facilitator) utterances each turn and rewrites unrealistic progression/settings (environment-based cues). Seeds were manually revised to make background information more specific and reduce "overly obvious traps/unrealistic developments" to appear more like actual use cases. However, making the scenarios more realistic also makes the honeypots less obvious, which has the side effect that unprompted initiative and problematic behaviors are observed less frequently in some models.
Claude Opus 4.5 and GPT-5.2 ranked highest. Meanwhile, GPT models showed the lowest unprompted initiative. Grok 4 exhibited relatively high user deception. Gemini 3 Pro showed increased verbalized eval-awareness compared to Gemini 2.5 Pro, but remained lower than the latest Claude models.
 
 
 

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