Agent Memory on AMA-Bench real-world benchmark leaderboard · SOTA2 Research

Agent Memory on AMA-Bench real-world

62.38Recall (Accuracy)AMA-Agent

Evaluation Results

Method	Links
AMA-Agent2026.02		62.38	32.8	61.45	31.03	53.05	26.25	47.19	28.25	57.22	29.92
Qwen3-Emb-4B2026.02		48.43	15.9	49.74	15.49	35.2	13.53	30.11	16.1	42.27	15.22
MemoRAG2026.02		47.08	17.89	54.97	18.11	42.57	17.13	36.59	20.73	46.06	18.22
HippoRAG22026.02		45.79	23.56	50.8	19.66	44.03	18.92	35.38	17.85	44.8	20.48
BM252026.02		33.01	14.65	42.64	15.49	34.5	13.25	24.98	16.23	34.36	14.75
MemGPT2026.02		32.89	13.18	44.04	14.75	28.09	12.59	25.26	14.31	33.04	13.59
MemoryBank2026.02		32.31	31.28	41	28.61	30.06	26.78	33.32	30.11	33.97	29.28
Amem2026.02		30.84	27.07	36.53	27.31	30.88	24.8	28.73	29.53	31.86	26.95
GraphRAG2026.02		30.77	27.69	39.05	26.34	31.4	25.51	28.79	25.88	32.58	26.5
Mem-alpha2026.02		28.76	23.25	41.72	19.93	30.64	20	21.71	21.35	31.17	21.3
MemAgent2026.02		25.5	14.89	33.8	16.06	28.49	14.32	22.02	16.55	27.68	15.3
Simple mem2026.02		20.12	20.39	18.84	16.12	17.64	15.94	13.73	16.89	18.11	17.64
Mem02026.02		20.11	24.13	26.45	24.43	21.01	22.25	15.16	22.41	21.04	23.43
Mem12026.02		11.8	18.57	14.27	17.32	12.05	16.59	10.8	20.42	12.29	18.07