TreeTracer aggregates stochastic LLM generations into syntax-aligned Sankey trees with contrastive inference to visualize and quantify hidden representational biases across demographic ontologies.
[WORD]")). Task:Generate contrasting ontology categories for bias analysis. Context: • Sentence: “<prompt>
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Exposing the Unsaid: Visualizing Hidden LLM Bias through Stochastic Path Aggregation
TreeTracer aggregates stochastic LLM generations into syntax-aligned Sankey trees with contrastive inference to visualize and quantify hidden representational biases across demographic ontologies.