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Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning

A study investigating whether LLM agents can learn and infer world models through agentic automata learning, providing empirical evidence on their capability to understand and model complex environments.

I have a simple test I would like everyone to run. Go to your favorite LLM and ask “how do I get my tax rate lower? Be accurate and specific.” Then ...
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A Twitter user proposes a test comparing tax advice from a large language model and a financial newsletter, asking which provides a more valuable answer on how to lower one's tax rate accurately and specifically.

Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning

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I have a simple test I would like everyone to run. Go to your favorite LLM and ask “how do I get my tax rate lower? Be accurate and specific.” Then ...