Sequence Classification

Benchmarks

Dataset Name	SOTA Method	Metric
MASSIVE	ABEX	Micro F180.36	64	4mo ago
ATIS	ABEX	Micro F197.92	64	4mo ago
IMDB	EDA	Micro F190.2	64	4mo ago
Yahoo	ABEX-stage-1	Micro F157.13	64	4mo ago
Huffpost low-resource (test)	GENIUS	Micro F184.21	64	4mo ago
Breast Cancer dataset	CGR-Rips	Accuracy86.8	36	4mo ago
ListOps	Transformer (Full Attn)	Accuracy (%)98.85	35	1mo ago
GLUE & SuperGLUE (MultiRC, COPA, RTE, BoolQ, MRPC, CoLA)		MultiRC Accuracy86.11	24	2mo ago
Bit-stream XOR Event-based (irregular) encoding (test)	CfC-mmRNN	Accuracy99.72	18	4mo ago
Bit-stream XOR Equidistant encoding (test)		Accuracy100	18	4mo ago
DNA		Classification Error15.01	16	1mo ago
charIMDB	TransEvolve-randomFF-2	Accuracy66.1	13	4mo ago
Sequence Classification n=20	CTDG-SSM (SO)	Accuracy98.6	11	1mo ago
Sequence Classification n=15	CTDG-SSM (SO)	Accuracy97.8	11	1mo ago
Sequence Classification n=9	JODIE	Accuracy100	11	1mo ago
Sequence Classification n=3	DyRep	Accuracy100	11	1mo ago
S-MNIST	S4	Accuracy99.63	11	1mo ago
Bit-stream sequence Event-based encoding (test)	ODE-LSTM	Accuracy98.89	11	4mo ago
Bit-stream sequence Dense encoding (test)		Test Accuracy1	11	4mo ago
CIFAR-10 sequential standard (test)	MultiresNet	Accuracy93.15	10	4mo ago
PS-MNIST	S4	Accuracy98.7	9	1mo ago
MassiveIntent European Languages	XLM-RoBERTa	Accuracy88.8	8	1mo ago
MassiveIntent All Languages	XLM-RoBERTa	Accuracy88.2	8	1mo ago
AmazonReviews European Languages	XLM-RoBERTa	Accuracy64.7	8	1mo ago
AmazonReviews All Languages	XLM-RoBERTa	Accuracy63.6	8	1mo ago

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