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Motion-to-Text on HumanML3D (test)

100BLEU@4

Real

Updated 3d ago

Evaluation Results

Method
Real 2026.02	100	-	-	100	100	120	100	-	-
DiMo w/ GRPO 2026.02	22.7	57.7	85.5	64.2	47.1	58.1	37.7	-	-
DiMo w/o GRPO 2026.02	22.6	56.9	85	63.9	47	57.2	37.5	-	-
IRG-MotionLLM (S1) 2025.12	22.53	-	-	62.05	47.51	52.4	42.68	-	-
TM2T 2022.07	22.3	51.6	82.3	61.7	49.2	72.5	37.8	72	2.935
TM2T 2022.07	21.2	48.3	78.3	59.5	47.8	68.3	34.9	67.8	3.124
MotionGPT3 2025.12	19.41	-	-	59.08	46.17	28.72	35.23	-	-
MotionGPT3 2026.02	19.41	-	-	59.1	46.2	28.7	35.2	-	-
MotionGPT3 2026.02	19.4	57.3	86.4	59.1	46.2	28.7	35.2	-	-
Seq2Seq(Att) 2022.07	17.9	43.6	70.6	51.8	46.4	58.4	29.1	61.1	3.447
MotionGPT3 2025.12	17.66	-	-	56.36	45	30.98	35.85	-	-
MotionLLM 2025.12	17.65	-	-	54.53	48.7	33.74	42.63	-	-
MotionGPT2 2026.02	13.8	55.8	83.8	48.7	37.6	29.8	32.6	-	-
SeqGAN 2022.07	13.5	33.2	53.2	47.8	39.2	50.2	23.4	45.7	4.895
LaMP 2025.12	13.04	-	-	47.8	37.1	28.9	32.7	-	-
LaMPM2T 2026.02	13.04	-	-	47.8	37.1	28.9	32.7	-	-
LaMP 2026.02	13	54.7	83.1	47.8	37.1	28.9	-	-	-
MotionChain 2025.12	12.56	-	-	48.1	33.9	33.7	36.9	-	-
MotionGPT 2026.02	12.5	54.3	82.7	48.2	37.4	29.2	32.4	-	-
MotionGPT 2025.12	12.47	-	-	48.2	37.4	29.2	32.4	-	-
MotionGPT 2026.02	12.47	-	-	48.2	37.4	29.2	32.4	-	-
LLaMo-3B 2026.02	12.06	-	-	38.3	39.9	100.8	34.8	-	-
MoTe 2026.02	11.2	57.7	87.1	46.7	37.4	31.5	30.3	-	-
MoTe 2025.12	11.15	-	-	46.7	37.4	31.5	30.3	-	-
MoTe 2026.02	11.15	-	-	46.7	37.4	31.5	30.3	-	-
LLaMo-1B 2026.02	10.68	-	-	36.7	38.4	104.7	33.3	-	-
RAEs 2022.07	10.2	10	26.1	33.3	37.5	22.1	10.7	18.8	6.337
TM2T 2025.12	8.27	-	-	48.9	38.1	15.8	32.2	-	-
MG-MotionLLM 2026.02	8.1	59.2	86.6	-	-	-	36.7	-	-
MG-MotionLLM 2025.12	8.06	-	-	-	-	-	36.7	-	-
TM2T 2026.02	7	51.6	82.3	48.9	38.1	16.8	32.2	-	-
TM2T 2026.02	7	-	-	48.9	38.1	16.8	32.2	-	-
Real Motion 2026.02	-	52.3	82.8	-	-	-	-	-	-
MG-MotionLLM 2025.12	-	-	-	-	-	-	38.6	-	-
Being-M0.5 2025.12	-	-	-	-	-	26.78	-	-	-
Real Desc 2022.07	-	52.3	82.8	-	-	-	-	72.5	2.901