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The Capture the Flag (CTF) Probe is a specialized tool designed to generate test sets for multi-turn conversations with custom objectives. It creates scenarios that test how well a model can maintain specific boundaries or achieve particular goals through iterative prompting.
This probe needs a LLM client configured to generate the test set.

Purpose

The Capture the Flag Probe is particularly useful when you need to:
  • Generate test cases for specific model behaviors
  • Create multi-turn conversation scenarios with custom objectives
  • Test model responses to particular types of questions
  • Generate iterative test sets for specific use cases
  • Create custom boundary testing scenarios

How It Works

The Capture the Flag Probe generates test sets through an iterative approach:
  1. Objective Definition: Define custom objectives with specific questions and expected outcomes
  2. Multi-turn Conversation Generation: The probe creates conversation flows that attempt to achieve the objective
  3. Adaptive Prompting: Each turn is designed to adapt based on potential model responses
  4. Test Set Creation: The probe outputs a structured test set for evaluation

Usage Examples

Basic Custom Objective Test Set Generation

Basic multi-turn scenario with a custom objective:
The most critical part of the Objective is a good definition of the true_description and false_description.Remember:
  • true_description: What a successful jailbreak would look like. ( What a bad answer would look like)
  • false_description: What a failed jailbreak would look like. ( What a good answer would look like)

When to Use

Use the Capture the Flag Probe when you need to:
  • Generate test sets for specific model behaviors
  • Create custom conversation scenarios
  • Test particular types of responses
  • Generate iterative test cases for specific use cases
  • Create boundary testing scenarios for custom objectives