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Sign Language Production on How2Sign (test)

21.03BLEU-4

Stable Signer

Updated 4d ago

Evaluation Results

Method	Links
Stable Signer 2025.12		21.03	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	65.26
Progressive Transformers 2025.12		15.92	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	46.57
Stable Signer 2025.12		15.67	-	-	-	-	-	-	-	-	-	-	-	-	21.65	28.49	48.87	59.56
SignLLM 2025.12		13.93	-	-	-	-	-	-	-	-	-	-	-	-	18.86	25.4	42.87	50.91
Neural Sign Actors 2023.12		13.12	31.47	35.87	1.56	7.83	36.24	38.82	0.24	6.74	39.68	40.56	0.36	7.91	18.25	25.44	41.31	47.55
Neural Sign Actors 2025.12		13.12	-	-	-	-	-	-	-	-	-	-	-	-	18.25	25.44	41.31	47.55
Neural Sign Actors 2025.12		13.12	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	47.55
Fast-SLP Transformers 2025.12		12.85	-	-	-	-	-	-	-	-	-	-	-	-	17.35	23.38	39.46	46.89
Fast-SLP Transformers 2025.12		12.85	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	46.89
Stoll et al. 2023.12		7.51	55.02	60.32	4.96	13.99	68.48	69.45	0.56	11.59	60.18	62.73	0.64	12.29	10.72	13.92	19.56	33.17
Saunders et al. 2023.12		6.21	63.19	65.25	3.98	13.78	71.43	72.39	0.59	11.02	68.54	70.14	0.51	11.32	8.98	12.01	18.22	32.33
Hwang et al. 2023.12		5.75	62.74	63.25	4.45	13.94	78.95	70.34	0.63	11.33	68.65	69.59	0.6	12.26	8.21	11.62	17.55	31.98
NSLP-G 2025.12		5.75	-	-	-	-	-	-	-	-	-	-	-	-	8.21	11.62	17.55	31.98
Saunders et al. 2023.12		2.75	67.21	70.06	4.71	14.15	73.49	74.13	0.68	11.21	75.57	77.47	0.75	11.93	5.87	8.21	13.82	29.87