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Theoretical Limitations of Autoregressive Models

The current AI paradigm using autoregressive models like transformers may be fundamentally limited by their probabilistic nature, making it difficult to perform strict, multi-step logic and satisfy global constraints. This limitation may hinder progress in achieving more complex and nuanced AI applications.

Computing & Technology, Computer Science, Machine Learning