Long Range Arena: 高效 Transformers的一个基准 ICLR‘21的论文“Long Range Arena: A Benchmark For Efficient Transformers“,是谷歌和OpenMind的工作。 Transformer不能很好地扩展到长序列长度,这主要是因为二次自注意的复杂性。最近几个月,人们提出了一系列高效、快速的Transformer来解决这个问题,通常情况下,这些Tr...
Long Range Arena : A Benchmark for Efficient TransformersYi TayMostafa DehghaniSamira AbnarYikang ShenDara BahriPhilip PhamJinfeng RaoLiu YangSebastian RuderDonald MetzlerInternational Conference on Learning Representations
Long-range arena is an effort toward systematic evaluation of efficient transformer models. The project aims at establishing benchmark tasks/dtasets using which we can evaluate transformer-based models in a systematic way, by assessing their generalization power, computational efficiency, memory foot-pri...
绝大多数的convolutional model都用到的是kernel size比较有限的local convolution,因此无法建模long-range dependencies。最近,structured state-space model (S4) 及其变种在long sequence modeling上的表现非常惊艳,尤其是知名benchmark Long-Range Arena (LRA)吊打Transformer及其线性变种。S4实际上可以看成一个global conv...
July 23, 2021: Release the code and models forImageNet classificationandLong-Range Arena Architecture Long-short Transformer substitutes the full self attention of the original Transformer models with an efficient attention that considers both long-range and short-term correlations. Each query attends ...
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