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Question Answering on RULER QA

75AccuracyMemReread
44.11252.13160.1568.169May 11, 2026

Evaluation results

MethodLinks
MemRereadScale=4B, Context Length=16K2026.0575—
ReMemR1Scale=4B, Context Length=8K2026.0571.9—
ReMemR1Scale=4B, Context Length=16K2026.0570.1—
MemAgentScale=4B, Context Length=16K2026.0569.5—
MemAgentScale=4B, Context Length=8K2026.0567.2—
MemRereadScale=4B, Context Length=8K2026.0567.2—
ReMemR1Scale=4B, Context Length=32K2026.0563.5—
MemRereadScale=4B, Context Length=64K2026.0563.3—
MemRereadScale=4B, Context Length=128K2026.0563.3—
ReMemR1Scale=4B, Context Length=64K2026.0562.7—
ReMemR1Scale=4B, Context Length=256K2026.0561.7—
MemRereadScale=4B, Context Length=256K2026.0561.6—
MemRereadScale=4B, Context Length=32K2026.0560.9—
MemRereadScale=4B, Context Length=1M2026.0560.4—
ReMemR1Scale=4B, Context Length=128K2026.0560.2—
MemRereadScale=4B, Context Length=512K2026.0559.7—
MemAgentScale=4B, Context Length=1M2026.0557—
ReMemR1Scale=4B, Context Length=512K2026.0556.3—
ReMemR1Scale=4B, Context Length=1M2026.0554.2—
MemAgentScale=4B, Context Length=32K2026.0553.1—
MemAgentScale=4B, Context Length=64K2026.0551.6—
MemAgentScale=4B, Context Length=128K2026.0551.6—
MemAgentScale=4B, Context Length=256K2026.0550.8—
MemAgentScale=4B, Context Length=512K2026.0545.3—
MemAgentScale=4B2026.05—55.8
MemRereadScale=4B2026.05—63.9
ReMemR1Scale=4B2026.05—62.6