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Toyota Technological Institute at Chicago (TTIC
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Transformers require a surprisingly high number of examples for effective chain-of-thought learning, challenging assumptions about their efficiency.
Recursive models can exponentially shrink the context window needed for long-horizon reasoning, blowing past the limitations of even the biggest LLMs.