SOTA Sign Language Translation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
PHOENIX-2014T (test)	MSKA-SLT	BLEU-429.03	159	4d ago
PHOENIX-2014T (dev)	TwoStream-SLT	BLEU-4 Score28.66	111	4d ago
CSL-Daily (test)	CV-SLT	BLEU-428.94	99	4d ago
CSL-Daily (dev)	CV-SLT	ROUGE58.29	80	4d ago
How2Sign (test)	Sliding Perceiver	BLEU-424.6	61	2d ago
PHOENIX14T (test)	CV-SLT	BLEU-429.27	50	2d ago
OpenASL (test)	Uni-Sign	BLEU-1 Score49.35	26	4d ago
CSL-Daily v1 (test)	CV-SLT	ROUGE57.06	25	4d ago
BOBSL SENT (test)	LLM-based SLT with Contextual Cues	B47.3	23	2d ago
OpenASL (dev)	Uni-Sign	BLEU-150.84	17	4d ago
SP-10 1.0 (test)	One-to-one SLT	BLEU7.32	10	4d ago
SP-10 1.0 (dev)	One-to-one SLT	BLEU8.79	10	4d ago
OpenASL	SLT-GRPO	ROUGE43.92	9	4d ago
CSL-Daily	Self-Mutual KD	BLEU Score11.61	9	4d ago
CSL-Daily v1 (dev)	BN-TIN-Transf. + SignBT	ROUGE49.49	8	4d ago
BOBSL (test)	USLNet	BLEU-127	6	4d ago
PHOENIX 2014T	Self-Mutual KD	Joint-SLT22.79	5	4d ago
BOBSL (dev)	USLNet	BLEU-124.6	5	4d ago
FLEURS ASL (test)	Tanzer (2024a)	BLEU5.8	4	4d ago
SP-10	GASLT	ROUGE-L16.98	3	4d ago
FLEURS ASL (devtest)	Sliding Perceiver	BLEU-413	2	4d ago
How2Sign (dev)		BLEU-117.73	2	4d ago
How2Sign (val)	Transformer	rBLEU2.79	1	4d ago
KETI (test)		BLEU57.37	1	4d ago

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