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Memory-augmented Question Answering research benchmarks · SOTA2 Research

Memory-augmented Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LoCoMo Multi-hop

49.61Token F1

25

Jun 4, 2026

92.6Accuracy (Temporal)

25

Jun 4, 2026

36.91Mean Token-F1

23

Jun 1, 2026

LoCoMo Open-domain

44.79Mean Token F1

23

Jun 1, 2026

LoCoMo Temporal

20.77Token F1

23

Jun 1, 2026

LoCoMo Single-hop

34.1Mean Token F1

23

Jun 1, 2026

92.9SSU Score

10

May 29, 2026

AdaMem-Bench Implicit Feedback 1.0 (test)

97.2Accuracy

6

Jun 23, 2026

AdaMem-Bench Explicit Feedback 1.0 (test)

96.4Accuracy

6

Jun 23, 2026

EngramaBench full v1

GPT-4o full-context

73.39Accuracy (Single)

3

Apr 24, 2026

HotpotQA relation-heavy

100RelAcc

2

Apr 21, 2026

Popular datasets

Locomo AdaMem-Bench HotpotQA LongMemEval EngramaBench

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