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Benchmarks
Memory Retention Analysis on LTI-Bench
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0.821
Critical Facts Recall
FadeMem
0.48924
0.57537
0.6615
0.74763
Jan 26, 2026
Critical Facts Recall
Contextual Info Accuracy
Storage Utilization
Updated 4d ago
Evaluation Results
Method
Method
Links
Critical Facts Recall
Contextual Info Accuracy
Storage Utilization
FadeMem
2026.01
0.821
0.71
0.55
Mem0
2026.01
0.784
0.691
1
MemGPT
2026.01
0.756
0.628
0.853
LangChain
2026.01
0.712
0.653
1
Fixed-16K
Memory Window=16K
2026.01
0.502
0.448
1
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