Long-context Memory Evaluation on Mem-Gallery benchmark leaderboard · SOTA2 Research

Long-context Memory Evaluation on Mem-Gallery

81F1 ScoreOMNIMEM

Evaluation Results

Method	Links
OMNIMEM2026.04		81	46	37.4	63.9	51.5
OMNIMEM2026.04		79.7	44.9	36.6	62.7	50.5
OMNIMEM2026.04		78.7	43.7	35.7	61.7	49.4
OMNIMEM2026.04		78	43	35.3	61	48.8
OMNIMEM2026.04		74.9	40.3	33.4	58.3	46.5
SimpleMem2026.04		53.8	35	31.2	47	39.5
SimpleMem2026.04		53.5	34.8	31	46.8	39
SimpleMem2026.04		52.2	34	30.2	45.8	38.5
SimpleMem2026.04		51.8	33.8	30	45.2	38
MemVerse2026.04		50.5	33	27	44	35.5
A-MEM2026.04		50.5	33.2	29	44.5	36.8
SimpleMem2026.04		49.8	31.8	29	43.5	36.8
MemVerse2026.04		47.8	31.2	26.2	41.8	34.5
MemVerse2026.04		47.8	31.5	26.2	42	34.5
MemVerse2026.04		47	30.8	25.5	41	34
MemVerse2026.04		45	29.5	24.8	39.5	33
MemGPT2026.04		43.5	29.8	27.5	39	33.5
MemGPT2026.04		42.5	27.5	25	37.8	31.5
A-MEM2026.04		40.8	26.8	24.2	36.5	30.2
MemGPT2026.04		39.8	26.2	24.2	35.5	29.8
MemGPT2026.04		38.8	25.5	23	34.5	28.8
A-MEM2026.04		37	25.2	24	33.2	28.5
A-MEM2026.04		36.5	24.2	22.5	32.5	27.5
MemGPT2026.04		36	23.8	21.8	31.8	26.8
Claude-Mem2026.04		35	24.9	21.7	31.5	26.4
A-MEM2026.04		33	22.2	20.5	29.8	25.2
Claude-Mem2026.04		30.5	20.3	18.8	27.9	23
Claude-Mem2026.04		30.3	19.4	17.2	26.8	22.3
Mem02026.04		29.8	19.2	18.2	26.8	22.4
Mem02026.04		29.1	18.8	18.5	26.5	22.3
Mem02026.04		28.3	17.6	16.5	25	21
Claude-Mem2026.04		27.2	17.5	17.2	24.5	21
Mem02026.04		27	17.5	15.7	24	20
Mem02026.04		26.8	17.6	15.6	23.8	19.9
Claude-Mem2026.04		21	14.8	14.8	19.4	17