Compositional generalization for primitive substitutions

Y Li, L Zhao, J Wang, J Hestness - arxiv preprint arxiv:1910.02612, 2019‏ - arxiv.org
Compositional generalization is a basic mechanism in human language learning, but
current neural networks lack such ability. In this paper, we conduct fundamental research for …

A short survey of systematic generalization

Y Li - arxiv preprint arxiv:2211.11956, 2022‏ - arxiv.org
This survey includes systematic generalization and a history of how machine learning
addresses it. We aim to summarize and organize the related information of both …

Transferability of Compositionality

Y Li, L Zhao, J Hestness, KY Lun, K Church… - 2020‏ - openreview.net
Compositional generalization is the algebraic capacity to understand and produce large
amount of novel combinations from known components. It is a key element of human …