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Pronunciation Assessment on Speechocean762 (test)

80.7Utterance Acc (PCC)

HMamba

Updated 1mo ago

Evaluation Results

Method	Links
HMamba 2026.06		80.7	-	-	-	-	84.8	84.3	-
HiPPO 2025.12		79.1	0.08	0.657	63	0.643	84.5	83.7	81.6
Hier-LLaMA 2025.12		78.9	0.082	0.656	62.2	0.634	84.4	83.2	81.1
Parallel-LLaMA 2025.12		77.4	0.074	0.658	59.8	0.61	83.7	82.9	79.6
3M 2025.12		76	0.078	0.656	59.8	0.617	82.8	82.7	79.6
Parallel-TFR 2025.12		75.4	0.078	0.65	57.5	0.589	81.6	80.6	77.2
GOPT 2026.06		74	-	-	-	-	-	-	-
HierTFR 2025.12		73.5	0.081	0.644	62.2	0.634	80.1	79.5	76.4
HiPAMA 2025.12		73	0.084	0.616	57.5	0.591	74.9	75.1	75.4
DeepFeature 2026.06		72	-	-	-	-	-	-	-
GOPT 2025.12		71.4	0.085	0.612	53.3	0.549	75.3	76	74.2
MultiPA 2026.06		70.5	-	-	-	-	77.2	76.4	-
AzurePA 2025.12		70	-	-	62.3	-	71.5	84.2	78.2
Audio + transcript-guided 2026.06		66.8	-	-	-	-	75.7	74.8	-
Audio + transcript-guided 2026.06		66.1	-	-	-	-	76.3	75.3	-
GoP 2026.06		64	-	-	-	-	-	-	-
Transcript-only (DTW dist.) 2026.06		63.3	-	-	-	-	70.9	70.7	-
Transcript-only (DTW dist.) 2026.06		61.1	-	-	-	-	66.4	66.8	-
Audio-only 2026.06		60.1	-	-	-	-	69.4	68	-
Liu et al. (aMRT) 2026.06		60	-	-	-	-	-	-	-
Audio-only 2026.06		59.7	-	-	-	-	69.4	68.8	-
non-reg GoP 2026.06		57	-	-	-	-	-	-	-
HiPPO 2025.12		0.733	0.202	0.48	0.52	0.521	80.6	0.797	0.754
Parallel-LLaMA 2025.12		0.726	0.237	0.345	0.426	0.428	79.9	0.791	0.748
HiPPO 2025.12		0.72	0.213	0.448	0.513	0.516	79.7	0.791	0.743
Parallel-TFR 2025.12		0.717	0.24	0.33	0.416	0.417	79.7	0.791	0.741
MultiPA 2025.12		0.705	-	-	0.427	0.436	77.2	0.763	0.73
HiPPO 2025.12		0.698	0.241	0.331	0.404	0.404	79	0.785	0.728
VanillaSSL 2025.12		0.692	-	-	-	-	75.7	0.757	0.714
Hier-LLaMA 2025.12		0.692	0.238	0.328	0.412	0.418	78.6	0.78	0.724
Liu2023 2025.12		-	-	-	-	-	79.5	-	-