Our new X account is live! Follow @wizwand_team for updates

Personalized Dialogue Response Generation on PersonaMem 1.0

76.06Overall Score

PersonaTree-ALL

Updated 4d ago

Evaluation Results

Method
PersonaTree-ALL 2026.01	76.06	80.62	81.82	29.03	92.93	84.17	87.72	76.47
PersonaTree-ALL 2026.01	75.38	93.02	70.91	30.11	93.94	71.94	85.96	88.24
PersonaTree-ALL 2026.01	74.87	80.62	69.09	27.96	94.95	82.01	89.47	82.35
PersonaTree-ALL 2026.01	74.7	79.84	80	27.96	94.95	82.01	84.21	64.71
PersonaTree (Router) 2026.01	74.19	80.62	67.27	25.81	95.96	83.45	84.21	76.47
PersonaTree-ALL 2026.01	73.34	93.02	67.27	27.96	92.93	67.63	89.47	70.59
PersonaTree-ALL 2026.01	72.67	88.37	72.73	26.88	92.93	69.78	85.96	64.71
PersonaTree (Router) 2026.01	71.82	89.92	70.91	22.58	90.91	68.35	84.21	82.35
PersonaTree-ALL 2026.01	71.31	89.15	61.82	23.66	91.92	69.06	85.96	76.47
PersonaTree-ALL 2026.01	71.14	88.37	56.36	22.58	88.89	71.22	89.47	88.24
PersonaTree-ALL 2026.01	70.8	84.5	61.82	21.51	87.88	72.66	85.96	100
PersonaTree (Router) 2026.01	70.12	82.17	63.64	19.35	88.89	73.38	84.21	94.12
PersonaTree (Fast) 2026.01	65.7	71.32	65.45	18.28	91.92	69.78	75.44	64.71
PersonaTree (Fast) 2026.01	65.2	79.84	67.27	10.75	87.88	68.35	68.42	76.47
MemoryOS 2026.01	65.03	77.52	72.73	11.83	86.87	66.91	70.18	76.47
ALL Dialogue 2026.01	64.86	69.77	63.64	11.83	84.85	73.38	84.21	70.59
ALL Dialogue 2026.01	63.84	78.29	61.82	12.9	81.82	65.47	77.19	76.47
MemoryOS 2026.01	62.65	62.79	78.18	11.83	77.78	70.5	78.95	82.35
MemoryOS 2026.01	62.48	72.87	65.45	11.83	84.85	63.31	73.68	76.47
PersonaTree (Fast) 2026.01	61.97	75.19	60	4.3	83.84	64.75	75.44	88.24
ALL Dialogue 2026.01	61.8	79.07	63.64	15.05	87.88	53.96	68.42	70.59
A-Mem 2026.01	60.95	82.17	54.55	8.6	85.86	62.59	56.14	64.71
Mem0 2026.01	60.44	79.84	52.73	5.38	83.84	61.15	64.91	82.35
A-Mem 2026.01	59.76	79.84	54.55	4.3	86.87	56.83	64.91	76.47
Mem0 2026.01	59.59	80.62	52.73	5.38	85.86	62.59	49.12	76.47
LangMem 2026.01	58.23	75.97	47.27	8.6	82.83	64.03	50.88	64.71
LangMem 2026.01	57.05	70.54	43.64	11.83	80.81	58.99	63.16	70.59
LangMem 2026.01	54.84	63.57	61.82	15.05	78.79	56.83	50.88	41.18
Only LLM 2026.01	54.33	62.02	43.64	8.6	84.85	71.22	28.07	52.94
Only LLM 2026.01	52.63	59.69	43.64	5.38	80.81	65.47	42.11	52.94
Mem0 2026.01	49.41	32.56	56.36	24.73	81.82	56.83	43.86	58.82
A-Mem 2026.01	47.37	30.23	45.45	22.58	77.78	59.71	36.84	76.47
Only LLM 2026.01	44.14	30.23	38.18	19.35	76.77	55.4	38.6	41.18