New Interactive Feature
Debias Lens Playground is now available with Cloudflare-hosted backend support.
Debiasing LLMs
with Adaptive Causal
Prompting & SoT
ACPS routes each query to standard or conditional front-door adjustment and uses Sketch-of-Thought mediators to cut token costs while keeping causal faithfulness and robustness across reasoning tasks.
Benchmarks
Token Reduction
Routing Methods
Robust
ACPS Causal Graph
Front-door & Conditional Front-door
Instance-level causal routing plus Sketch-of-Thought mediators delivers robust, efficient reasoning across heterogeneous tasks.
Playground Guide
Run Debias Lens Directly On This Site
1. Open Playground
Open the Debias Lens page from this site using the main action button.
2. Use Default Input
Keep the prefilled question or replace it with your own prompt.
3. Run A Question
Click Run Pipeline to see generation, clustering, intervention, and voting.