Treewalker probes parametric memory by querying ungrounded models across multiple runs, extracting logprob confidence scores for each generated association, and tree-walking high-probability alternatives to reveal latent brand connections.
flowchart LR
A[Brand Prompt] --> B[Ungrounded LLM]
B --> C[Generate Tokens]
C --> D[Extract Logprobs]
D --> E{Alt Probability >= Threshold?}
E -- Yes --> F[Explore Alt Branch]
E -- No --> G[Keep Base Association]
F --> H[Aggregated Memory Map]
G --> H