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ResearchFormerly WizWand

Audio Understanding on Audio Understanding Evaluation Suite

93.45LS100h ScoreMing-UniAudio

Evaluation results

Method	Links
Ming-UniAudio2026.05		93.45	66.85	98.58	62.92	97.1	57.08	88.59	54.45	71.17	25	57	2	39.8	62.25	72.87	63.27
Whisper2026.05		90	71.32	97.78	64.4	94.93	68.47	91.48	58.9	71.77	0	63.5	3.1	22.64	62.45	75.74	62.43
SemBo2026.05		89.16	72.85	89.11	75.28	96.86	71.25	90.59	65.37	89.29	22.86	63.16	6.11	46.72	93.75	84.94	70.49
HuBERT2026.05		82.45	58.06	98.73	49.72	85.94	47.71	81.71	42.81	51.85	0	48.22	1.74	3.64	37.35	57.4	49.82
MiDashengLM2026.05		80.32	80.1	98.26	80.79	98.47	87.15	93.15	65.14	91.19	38.65	77.59	6.12	52.02	96.95	86.23	75.48
DashengTokenizer2026.05		68.71	80.56	83.39	79.98	98.06	83.06	93.15	66.29	89.99	57.65	77.91	5.64	55.4	96.4	83.8	74.67
WavLM2026.05		67.06	45.16	96.07	50.37	75.95	32.57	71.19	36.11	48.14	0	40.14	0.79	16.76	31.45	53.13	44.33
LoSATok2026.05		39	65.41	25.1	66.63	95.14	60.42	88.03	58.06	85.39	41.87	51.39	4.86	36.67	88.9	82.66	59.3
EnCodec2026.05		0	39.16	3.48	33.78	88.44	27.71	43.06	28.8	35.14	23.37	32.59	0.57	3.82	16.8	40.34	27.8
EzAudio2026.05		0	38.8	1.63	37.19	84.9	25.56	35.26	30.74	40.54	17.57	32.18	0.4	17.01	18.05	34.97	27.65
UniFlow-Audio2026.05		0	39.78	1.32	37.15	74.57	23.26	34.73	30.17	40.74	16.44	31.73	0.57	16.9	19.85	35.16	26.82
DAC2026.05		0	43.9	2.55	43.93	91.58	36.45	42.17	35.43	54.06	12.78	38.57	0.73	20.2	31.2	50.26	33.59
SemantiCodec2026.05		0	60.3	46.4	66.05	98.14	55	84.28	57.94	66.67	8.62	68.14	1.89	48.57	81.75	84.54	55.22