Formal analysis shows latent thought enables more efficient parallel computation than sequential chain-of-thought, while CoT supports approximate counting and sampling through stochastic decoding.
The sequence concatenates the serialized formula, the sampled clause, the full assignment, and the verification outcome, separated by <sep> tokens and terminated by <eos>
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A Formal Comparison Between Chain of Thought and Latent Thought
Formal analysis shows latent thought enables more efficient parallel computation than sequential chain-of-thought, while CoT supports approximate counting and sampling through stochastic decoding.