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Memory Management on Memalpha (val)

83.6SQuAD

Fine-Mem

Updated 1mo ago

Evaluation Results

Method	Links
Fine-Mem 2026.01		83.6	87.2	69.3	67.5	72.8	62.4	21.3	66.3
A-Mem 2026.01		82.7	82.6	22.7	62.8	68.6	44.3	18.1	54.5
TRUSTMEM 2026.06		80.6	84.9	63.6	72.4	73.8	64	22.6	66.3
Mem-α 2026.01		78.6	83.2	65.9	66.6	65.8	54.5	18.7	61.9
Mem-α 2026.06		78.6	83.2	65.9	66.6	65.8	54.5	18.7	61.9
RAG-Top2 2026.01		76.2	84.9	62.3	61.2	50.8	57	4.2	56.7
RAG-Top2 2026.06		76.2	84.9	62.3	61.2	50.8	57	4.2	56.7
Long-Context 2026.01		74.2	85.2	60.5	62.3	70.8	53.3	5.2	58.8
Long-Context 2026.06		74.2	85.2	60.5	62.3	70.8	53.3	5.2	58.8
MemAgent 2026.06		52.6	66	41.5	53.5	57.4	61.6	8.6	48.7
LightMem 2026.01		21.4	27.1	28.3	83.3	67.1	21.4	15.4	37.7
MEM1 2026.06		12	16.4	16	47.5	33.2	22.6	6.6	22
MemAgent 2026.01		9.1	14	5.2	56.2	29	34.3	10.3	22.6
MEM1 2026.01		3.9	8.3	6.8	26.9	5.6	17.5	8.5	11.1