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 Quick Start
Try Debias Lens In 3 Steps
1. Open Playground
Go to the interactive page and keep this paper site unchanged.
2. Paste Worker URL
Use your Cloudflare Worker endpoint ending in /chat.
3. Run A Question
Watch generation, clustering, intervention, and causal voting.