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Dialogue Generation on CONVAI2

3.77BLEU

SMoA

Updated 2mo ago

Evaluation Results

Method
SMoA 2026.05	3.77	85.25	85.39	84.78	16.55	14.78	48.42
SMoA(r=32,n=2) 2026.01	3.68	84.86	85.79	84.89	16.47	14.85	48.42
SMoA(r=16,n=2) 2026.01	3.43	84.53	84.73	85.42	15.42	14.03	47.93
HiRA(r=32) 2026.01	3.41	84.81	84.4	85.25	14.87	14.05	47.8
HiRA 2026.05	3.41	84.81	84.4	85.25	14.87	14.05	47.8
SMoA 2026.05	3.37	84.55	84.67	85.54	15.37	13.89	47.89
HiRA(r=16) 2026.01	3.32	84.84	84.41	85.3	14.93	13.94	47.79
HiRA 2026.05	3.32	84.84	84.41	85.3	14.93	13.94	47.79
SMoA 2026.05	2.94	86.35	85.55	85.63	14.26	13.65	48.06
SMoA(r=32,n=2) 2026.01	2.88	85.57	85.47	85.26	14.18	13.52	47.81
MeLoRA(r=32,n=2) 2026.01	2.87	84.15	85.65	85.37	13.77	13.87	47.61
MeLoRA 2026.05	2.87	84.15	85.65	85.37	13.77	13.87	47.61
HiRA(r=32) 2026.01	2.7	84.86	84.98	84.77	13.56	12.8	47.28
HiRA 2026.05	2.7	84.86	84.98	84.77	13.56	12.8	47.28
SMoA(r=16,n=2) 2026.01	2.68	83.88	84.22	84.02	13.44	12.49	46.79
SMoA 2026.05	2.58	83.25	83.53	83.37	13.15	12.35	46.42
HiRA(r=16) 2026.01	2.56	83.97	84.12	83.86	13.35	12.58	46.74
HiRA 2026.05	2.56	83.97	84.12	83.86	13.35	12.58	46.74
MeLoRA(r=32,n=2) 2026.01	2.55	84.77	84.08	84.58	13.27	11.87	46.85
MeLoRA 2026.05	2.55	84.77	84.08	84.58	13.27	11.87	46.85
MeLoRA(r=16,n=2) 2026.01	2.46	83.32	83.33	82.72	12.37	10.65	45.81
MeLoRA 2026.05	2.46	83.32	83.33	82.72	12.37	10.65	45.81
SSMLoRA(r=32) 2026.01	2.45	84.37	84.05	84.57	12.36	11.15	46.49
SSMLoRA 2026.05	2.45	84.37	84.05	84.57	12.36	11.15	46.49
DoRA(r=32) 2026.01	2.29	84.32	84.06	84.62	12.63	11.78	46.62
DoRA 2026.05	2.29	84.32	84.06	84.62	12.63	11.78	46.62
LoRA(r=32) 2026.01	2.26	84.32	84	84.67	12.51	11.77	46.59
LoRA 2026.05	2.26	84.32	84	84.67	12.51	11.77	46.59
MeLoRA(r=16,n=2) 2026.01	1.87	82.36	83.55	84.67	12.39	11.54	46.06
MeLoRA 2026.05	1.87	82.36	83.55	84.67	12.39	11.54	46.06
LoRA(r=32) 2026.01	1.82	84.41	84.71	84.16	11.38	10.55	46.17
LoRA 2026.05	1.82	84.41	84.71	84.16	11.38	10.55	46.17
DoRA(r=32) 2026.01	1.73	84.18	84.61	83.81	11.25	10.41	46
DoRA 2026.05	1.73	84.18	84.61	83.81	11.25	10.41	46
MoRA(r=32) 2026.01	1.6	84.22	84.06	84.43	12.37	11.19	46.31
MoRA 2026.05	1.6	84.22	84.06	84.43	12.37	11.19	46.31
SSMLoRA(r=32) 2026.01	1.56	84.36	84.28	83.56	10.67	10.44	45.81
SSMLoRA 2026.05	1.56	84.36	84.28	83.56	10.67	10.44	45.81
P-Tuning 2026.01	1.5	81.52	81.07	82.01	15.49	13.55	45.86
P-Tuning 2026.05	1.5	81.52	81.07	82.01	15.49	13.55	45.86
PromptTuning 2026.01	1.45	82.99	82.99	83.05	14.72	13.13	46.39
PromptTuning 2026.05	1.45	82.99	82.99	83.05	14.72	13.13	46.39
MoRA(r=32) 2026.01	1.09	84.09	84.65	83.59	10.97	9.57	45.66
MoRA 2026.05	1.09	84.09	84.65	83.59	10.97	9.57	45.66
P-Tuning 2026.01	0.6	83.29	83.33	83.28	15.11	12.36	46.33
P-Tuning 2026.05	0.6	83.29	83.33	83.28	15.11	12.36	46.33
PromptTuning 2026.01	0.04	72.44	77.38	68.23	0.8	0.8	36.62
PromptTuning 2026.05	0.04	72.44	77.38	68.23	0.8	0.8	36.62