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HyperAI超神经

Long Range Modeling On Lra

评估指标

Avg

Image

ListOps

Pathfinder

Retrieval

Text

评测结果

各个模型在此基准测试上的表现结果

							Paper Title	Repository
S5	87.46	88	62.15	95.33	91.4	89.31	Simplified State Space Layers for Sequence Modeling
S4	86.09	88.65	59.60	94.20	90.90	86.82	How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections
Converter	75.94	61.02	60.38	88.43	83.41	86.44	Converting Transformers into DGNNs Form
Transformer	54.39	42.44	36.37	71.4	57.46	64.27	Long Range Arena: A Benchmark for Efficient Transformers
Performer	51.41	42.77	18.01	77.05	53.82	65.4	Long Range Arena: A Benchmark for Efficient Transformers
Sparse Trans.	51.24	44.24	17.07	71.71	59.59	63.58	Long Range Arena: A Benchmark for Efficient Transformers
Linear Trans.	50.55	42.34	16.13	75.3	53.09	65.9	Long Range Arena: A Benchmark for Efficient Transformers

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Long Range Modeling On Lra | SOTA | HyperAI超神经