Sign Language Translation

Benchmarks

Dataset Name	SOTA Method	Metric
PHOENIX-2014T (test)	SignX	BLEU-429.91	191	1mo ago
CSL-Daily (test)	CV-SLT	BLEU-428.94	187	18d ago
PHOENIX-2014T (dev)	ADAT	BLEU-4 Score35.1	156	26d ago
CSL-Daily (dev)	SignDPO	BLEU-428.95	125	26d ago
PHOENIX14T (test)	ADAT	BLEU-430.7	110	18d ago
How2Sign (test)	Sliding Perceiver	BLEU-424.6	94	26d ago
OpenASL (test)	SignDPO	BLEU-1 Score51.44	47	3mo ago
OpenASL (dev)	SignDPO	BLEU-152.83	35	3mo ago
CSL-Daily v1 (test)	CV-SLT	ROUGE57.06	25	5mo ago
BOBSL SENT (test)	LLM-based SLT with Contextual Cues	B47.3	23	4mo ago
CSL-Daily	LLAVA-SLT	ROUGE-L51.26	19	3mo ago
PHOENIX14T	C2RL	ROUGE50.96	18	3mo ago
SP-10 1.0 (test)	One-to-one SLT	BLEU7.32	10	5mo ago
SP-10 1.0 (dev)	One-to-one SLT	BLEU8.79	10	5mo ago
How2Sign	SSVP-SLT	BLEU-415.5	9	4mo ago
OpenASL	SLT-GRPO	ROUGE43.92	9	5mo ago
CSL-Daily v1 (dev)	BN-TIN-Transf. + SignBT	ROUGE49.49	8	5mo ago
BOBSL (test)	USLNet	BLEU-127	6	5mo ago
PHOENIX 2014T	Self-Mutual KD	Joint-SLT22.79	5	5mo ago
BOBSL (dev)	USLNet	BLEU-124.6	5	5mo ago
MeineDGS (test)	SIGNET	BLEU-124.2	4	26d ago
PHOENIX14T	SAGE	Total VRAM (GB)60	4	1mo ago
FLEURS ASL (test)	Tanzer (2024a)	BLEU5.8	4	5mo ago
SP-10	GASLT	ROUGE-L16.98	3	5mo ago
FLEURS ASL (devtest)	Sliding Perceiver	BLEU-413	2	5mo ago

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