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  - **Exceptional Parameter Efficiency**: Matches 3-4B standard transformer performance with only 1.4B parameters
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  - **Iterative Latent Reasoning**: Performs reasoning through recurrent computation in latent space
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  - **Adaptive Computation**: Supports early exit mechanisms for dynamic compute allocation
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- - **Faithful Reasoning Process**: Latent reasoning is causally connected to final outputs, unlike post-hoc CoT rationalization
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  ## Model Architecture
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  - **Exceptional Parameter Efficiency**: Matches 3-4B standard transformer performance with only 1.4B parameters
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  - **Iterative Latent Reasoning**: Performs reasoning through recurrent computation in latent space
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  - **Adaptive Computation**: Supports early exit mechanisms for dynamic compute allocation
 
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  ## Model Architecture
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