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Papers Benchmarks Datasets Tasks

Evidence Retrieval research benchmarks · SOTA2 Research

Evidence Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Benchmark 1.0 (test)

22.5Hit@2

56

Jun 30, 2026

tau-bench multi-burst-augmented cache

68Hit@2

52

Jun 30, 2026

FAKEWIKI Indirect

21.6Recall@10

26

May 8, 2026

FAKEWIKI NoiseInjection

63.5Recall@10

26

May 8, 2026

FAKEWIKI RolePlay

63.8Recall@10

26

May 8, 2026

FAKEWIKI Obfuscate

59.5Recall@10

26

May 8, 2026

78.1Recall@10

26

May 8, 2026

DREEAM (student)

57.55F1 Score

14

Feb 26, 2026

Claim-evidence sets (test)

Qwen3-Reranker-8B

54.19MAP

13

Feb 26, 2026

DREEAM (student)

57.34F1 Score

13

Feb 26, 2026

Synthetic benchmark B=256 197 episodes, 907 queries

8.4Hit@2

10

Jun 30, 2026

Synthetic benchmark B=128 197 episodes, 907 queries

2.7Hit@2

10

Jun 30, 2026

FEVEROUS 2021 (test)

87.02Recall@20

10

May 28, 2026

FEVER 2018 (test)

88.48Recall@20

10

May 28, 2026

G-bench Medical

93.8Recall

10

Mar 4, 2026

87.7Recall

10

Mar 4, 2026

Qwen3-Emb-4B + Jina reranker

31.9Recall@5

9

May 8, 2026

40.7Recall@5

9

May 8, 2026

CORTEXBENCH Comparison

46Hit@5

8

Jun 30, 2026

CORTEXBENCH Bridge

38.4Hit@5

8

Jun 30, 2026

FEVER frozen 100-client instance (held-out)

55Accuracy

7

Jul 9, 2026

Factiverse Evaluation Dataset

XLM-RoBERTa-Large (FT)

82.16F1 Score

7

Jun 9, 2026

5.9Recall@1

7

Feb 26, 2026

24.4Recall@1

7

Feb 26, 2026

56Recall@1

7

Feb 26, 2026

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