LS

Benchmarks

Task Name	Dataset Name	SOTA Result
Automatic Speech Recognition	LS Clean	WER1.49	39
Bivariate Causal Discovery	LS	Accuracy100	33
Bivariate Causal Discovery	LS-s	Accuracy100	30
Bivariate Causal Discovery	LS-s	AUROC100	21
Bivariate Causal Discovery	LS	AUROC100	21
Automatic Speech Recognition	LS-O	WER4.2	14
Personalized Response Generation	LS1 -> LS2 (test)	RSA4.032	13
Incremental Audio Classification	LS-100 (train test)	Session 1 (+5) Accuracy98.82	12
Lexical Text Simplification	LS dataset standard (test)	Accuracy73.9	12
ASR	LS Other	WER2.97	11
Clustering	LS	Clustering Accuracy (CA)68.33	10
Clustering	LS	ARI33.59	10
Lexical Substitution	LS07 (test)	Best Score21.1	8
Causal Discovery	LS	Accuracy100	7
Text-to-Speech	LS Clean	Word Error Rate0.062	6
Automatic Speech Recognition	LS Other English Open ASR (test)	WER2.88	3
Automatic Speech Recognition	LS Clean English Open ASR (test)	WER1.37	3
Causal Discovery	LS-s	AUROC100	2
Causal Discovery	LS	AUROC100	2
Multi-channel Speech Separation	LS	Si-SNR (0-15°)8.34	2
Causal Discovery	LS-s	AUDRC95	1
Causal Discovery	LS	AUDRC100	1

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