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Benchmarks
Personalized retrieval and QA over heterogeneous user corpora on PersonaBench Noise Level 0.5
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25.99
F1 Score
MemCoE
16.0476
18.6288
21.21
23.7912
May 1, 2026
F1 Score
Overall Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
Overall Score
MemCoE
Backbone=Qwen2.5-7B-In...
2026.05
25.99
52.02
A-Mem
Backbone=Qwen2.5-7B-In...
2026.05
25.19
42.64
RAG
Backbone=Qwen2.5-7B-In...
2026.05
24.31
36.68
LightMem
Backbone=Qwen2.5-7B-In...
2026.05
19.65
41.21
Mem0
Backbone=Qwen2.5-7B-In...
2026.05
19.22
38.23
Long Context
Backbone=Qwen2.5-7B-In...
2026.05
17.83
26.9
MemAgent
Backbone=Qwen2.5-7B-In...
2026.05
16.51
45
Mem-α
Backbone=Qwen3-4B, Ret...
2026.05
16.43
44.19
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