Large Causal Models from Large Language Models

By: Sridhar Mahadevan

Published: 2025-12-09

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Abstract

This research introduces DEMOCRITUS, a novel system for constructing large causal models by leveraging Large Language Models to extract and structure textual knowledge across diverse domains. It pioneers a new paradigm in causal discovery, moving beyond conventional methods to build more abstract and compositionally understood causal relationships.

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