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Papers Benchmarks Datasets Tasks

Associative Recall research benchmarks · SOTA2 Research

Associative Recall

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RULER S-NIAH-3 2K context

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-3 (1K context)

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-3 (0.5K context)

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-2 2K

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-2 (1K context)

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-2 (0.5K context)

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-1 4K context

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-1 2K

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-1 1K context

100Recall Accuracy

8

Jun 16, 2026

RULER S-NIAH-1 (0.5K)

100Recall Accuracy

8

Jun 16, 2026

Synthetic sequence modeling Associative recall

98.48Accuracy

5

Feb 26, 2026

Associative Recall L=1K (test)

100Associative Recall Accuracy

5

Feb 26, 2026

Associative Recall L=30 (test)

100Accuracy

5

Feb 26, 2026

Associative Recall

1.994Eval Loss

4

Apr 30, 2026

Associative Recall L=64K (test)

100Accuracy

4

Feb 26, 2026

Associative Recall L=32K (test)

100Accuracy

4

Feb 26, 2026

Associative Recall 500-step (test)

Gated Hybrid Retrieval

41.9Recall Mean

3

Jun 5, 2026

Synthetic Associative Recall Dataset

97Association Precision@1

3

Feb 26, 2026

Associative Recall L=8K (test)

100Accuracy

3

Feb 26, 2026

Popular datasets

RULER Associative Recall Synthetic sequence modeling Synthetic Associative Recall Dataset

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