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Question Answering on RULER HQA

66.86AccuracyMHM-LRU
-2.674415.377833.4351.4822Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MHM-LRUContext Length=7K2026.0766.86
ReMemContext Length=7K2026.0764.32
MHM-LRUContext Length=14K2026.0762.76
MemAgentContext Length=7K2026.0762.24
LLMContext Length=14K2026.0760.94
MemAgentContext Length=14K2026.0760.94
LLMContext Length=7K2026.0760.16
ReMemContext Length=14K2026.0759.64
MHM-LRUContext Length=28K2026.0759.64
LLMContext Length=56K2026.0757.03
MemAgentContext Length=28K2026.0756.25
MHM-LRUContext Length=56K2026.0755.21
MemAgentContext Length=56K2026.0750.52
ReMemContext Length=28K2026.0750.26
MHM-LRUContext Length=112K2026.0750.26
MHM-LRUContext Length=224K2026.0750.26
LLMContext Length=28K2026.0750
LLMContext Length=112K2026.0750
MHM-LRUContext Length=896K2026.0749.74
MHM-LRUContext Length=448K2026.0748.7
MemAgentContext Length=224K2026.0742.97
MemAgentContext Length=112K2026.0742.19
ReMemContext Length=56K2026.0739.06
LLMContext Length=224K2026.0737.5
MemAgentContext Length=448K2026.0733.33
ReMemContext Length=112K2026.0729.68
ReMemContext Length=224K2026.0726.56
MemAgentContext Length=896K2026.0721.62
ReMemContext Length=448K2026.0716.14
ReMemContext Length=896K2026.0713.8
LLMContext Length=448K2026.078.59
LLMContext Length=896K2026.070