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Yafang Zheng

2 accepted papers

2024

Layer-Wise Representation Fusion for Compositional Generalization

AAAI 2024technical

Existing neural models are demonstrated to struggle with compositional generalization (CG), i.e., the ability to systematically generalize to unseen compositions of seen components. A key reason for failure on CG is that the syntactic and semantic representations of sequences in both the uppermost l…

2023

Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization

EMNLP 2023long findings

Recent studies have shown that sequence-to-sequence (seq2seq) models struggle with compositional generalization (CG), i.e., the ability to systematically generalize to unseen compositions of seen components. There is mounting evidence that one of the reasons hindering CG is the representation of the…

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