Multi-layer SSMs cannot perform certain compositional tasks, offline CoT adds little power, but online CoT equates them to streaming algorithms and equates width with precision.
S7: Selective and simplified state space layers for sequence modeling.arXiv preprint arXiv:2410.03464
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On the Expressive Power and Limitations of Multi-Layer SSMs
Multi-layer SSMs cannot perform certain compositional tasks, offline CoT adds little power, but online CoT equates them to streaming algorithms and equates width with precision.