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Papers Benchmarks Datasets Tasks

In-context retrieval research benchmarks · SOTA2 Research

In-context retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Real-world data

50.1SQuAD Accuracy

30

May 8, 2026

In-context retrieval (lm-evaluation-harness) zero-shot

23.23FDA Accuracy

23

Apr 24, 2026

88.6Accuracy

16

Apr 13, 2026

100S-NIAH-1 (1K)

13

Jun 26, 2026

Real-world retrieval tasks 2K tokens (test)

Gated DeltaNet-2

41.96SWDE Score

13

May 22, 2026

Hybrid Gated DeltaNet + M2RNN-1

62.5Accuracy

13

Mar 17, 2026

74.5Accuracy

13

Mar 17, 2026

Hybrid Mamba-2 + M2RNN-3

56.7Accuracy

13

Mar 17, 2026

41.3Accuracy

13

Mar 17, 2026

Full-Attn HoPE (extra MLP)

100S-N Score

10

Jul 7, 2026

100S-N

10

Jul 7, 2026

100S1 Score

8

Apr 10, 2026

100S-N Score

7

Jul 7, 2026

80.3Fuzzy ICR

6

Jun 30, 2026

99.55MQ Score

4

Apr 10, 2026

99S-N Score

3

Jul 7, 2026

99S-N Score

3

Jul 7, 2026

96S-N Score

1

Jul 7, 2026

97S-N

1

Jul 7, 2026

100S-N Score

1

Jul 7, 2026

Popular datasets

RULER SQuAD TriviaQA DROP SWDE

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