SiYu Ding

ERNIE-Doc: A Retrospective Long-Document Modeling Transformer

Transformers are not suited for processing long documents, due to their quadratically increasing memory and time consumption. Simply truncating a long document or applying the sparse attention mechanism will incur the context fragmentation problem or lead to an inferior modeling capability against c…