What Algorithms can Transformers Learn? A Study in Length Generalization

The paper explores Transformers’ capabilities in length generalization on algorithmic tasks and proposes a framework to predict their performance in this area. Accepted at NeurIPS 2023’s MATH workshop, it addresses the paradox of language models’ emergent properties versus their struggles with simple reasoning.

 What Algorithms can Transformers Learn? A Study in Length Generalization

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