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Planet Haskell

Large language models like Claude likely contain implicit world models to produce coherent text. This idea dates back to the 1950s when Yehoshua Bar-Hillel argued that machine translation requires a "universal encyclopedia" of world knowledge—something considered impossible in 1960. Through examples testing Claude's disambiguation of ambiguous sentences ("the box was in the pen"), the author demonstrates that modern LLMs exhibit understanding of physical constraints, context, and semantic relationships. While early attempts like SHRDLU's micro-worlds and Doug Lenat's Cyc project struggled with this challenge, today's LLMs trained on vast corpora including Wikipedia appear to have developed functional world models as a byproduct of language modeling.

The Universe of Discourse : Language models imply world models