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Knowledge Acquisition research benchmarks · SOTA2 Research

Knowledge Acquisition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TOFU author-profile questions (held-out)

84.3Task Accuracy

22

May 20, 2026

Knowledge Acquisition

83.5Task Accuracy

10

May 20, 2026

44.71ROUGE-1

7

Apr 28, 2026

17.2Delta Knowledge

5

Apr 16, 2026

Wikipedia Knowledge Acquisition Out-of-distribution (OOD)

100Accuracy

5

Feb 27, 2026

Wikipedia Knowledge Acquisition In-distribution (test)

91Accuracy (strict)

5

Feb 27, 2026

Newly learned facts

93Base Accuracy

4

Feb 26, 2026

4.65Accuracy

2

Apr 28, 2026

Popular datasets

Wikipedia Knowledge Acquisition TOFU Newly learned facts VideoMMMU BioQA

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