Memory Management on Memalpha (val) benchmark leaderboard · SOTA2 Research

Memory Management on Memalpha (val)

83.6SQuADFine-Mem

Evaluation Results

Method	Links
Fine-Mem2026.01		83.6	87.2	69.3	67.5	72.8	62.4	21.3	66.3
A-Mem2026.01		82.7	82.6	22.7	62.8	68.6	44.3	18.1	54.5
TRUSTMEM2026.06		80.6	84.9	63.6	72.4	73.8	64	22.6	66.3
Mem-α2026.01		78.6	83.2	65.9	66.6	65.8	54.5	18.7	61.9
Mem-α2026.06		78.6	83.2	65.9	66.6	65.8	54.5	18.7	61.9
RAG-Top22026.01		76.2	84.9	62.3	61.2	50.8	57	4.2	56.7
RAG-Top22026.06		76.2	84.9	62.3	61.2	50.8	57	4.2	56.7
Long-Context2026.01		74.2	85.2	60.5	62.3	70.8	53.3	5.2	58.8
Long-Context2026.06		74.2	85.2	60.5	62.3	70.8	53.3	5.2	58.8
MemAgent2026.06		52.6	66	41.5	53.5	57.4	61.6	8.6	48.7
LightMem2026.01		21.4	27.1	28.3	83.3	67.1	21.4	15.4	37.7
MEM12026.06		12	16.4	16	47.5	33.2	22.6	6.6	22
MemAgent2026.01		9.1	14	5.2	56.2	29	34.3	10.3	22.6
MEM12026.01		3.9	8.3	6.8	26.9	5.6	17.5	8.5	11.1