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ResearchFormerly WizWand

Multimodal Personalized Question Answering on LoCoMo (test)

48.58Multi Hop (Q)M2A

Evaluation results

Method	Links
M2A2026.02		48.58	47.51	48.05	39.87	42.05	40.96	57.3	52.08	54.69	66.11	66.47	66.29	55.66	52.91	54.29	56.67	56.29	56.48
Mem02026.02		43.97	45.04	44.51	34.27	33.02	33.65	39.58	35.42	37.5	57.91	57.67	57.79	40.37	39.45	39.91	47.73	47.19	47.46
M2A2026.02		43.26	43.62	43.44	39.25	42.67	40.96	51.04	48.96	50	66.71	63.14	64.93	54.13	51.68	52.9	55.44	53.94	54.69
A-MEM2026.02		41.84	39.36	40.6	29.9	31.15	30.53	35.42	36.46	35.94	49.94	45.9	47.92	44.65	41.9	43.28	43.6	41.19	42.39
A-MEM2026.02		40.07	40.78	40.43	31.78	30.84	31.31	32.29	30.21	31.25	44.63	45.07	44.85	39.14	38.53	38.84	40.14	40.07	40.1
Mem02026.02		34.75	35.82	35.29	33.64	34.58	34.11	34.38	33.33	33.86	54.34	51.96	53.15	41.59	39.14	40.37	44.56	43.33	43.95
A-MEM2026.02		28.36	25.18	26.77	24.61	22.12	23.37	30.21	34.38	32.3	45.18	44.23	44.71	36.39	36.7	36.54	36.79	35.73	36.26
M2A2026.02		27.3	28.01	27.66	31.15	32.4	31.78	40.63	36.46	38.55	56.24	56.71	56.48	44.03	42.51	43.27	44.61	44.67	44.64
LoCoMo2026.02		27.1	24.82	25.96	17.45	16.82	17.14	36.14	29.17	32.66	43.93	41.97	42.95	31.1	30.27	30.68	34.19	32.35	33.27
Mem02026.02		25.89	26.6	26.25	15.62	17.13	16.38	27.08	31.25	29.17	45.07	43.87	44.47	36.39	36.94	36.67	34.66	34.8	34.73
LoCoMo2026.02		25.18	24.47	24.83	24.61	22.12	23.37	32.29	27.08	29.69	45.18	43.76	44.47	35.17	32.11	33.64	36.21	34.23	35.22
LoCoMo2026.02		24.82	23.76	24.29	28.97	29.28	29.13	31.25	30.21	30.73	43.88	48.04	45.96	37.31	35.17	36.24	36.64	37.98	37.31