Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Retrieval-Augmented Generation research benchmarks – Page 5 · SOTA2 Research

Retrieval-Augmented Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Benchmark queries

82.53F1 Score

3

May 11, 2026

24.5F1 Score

3

Apr 15, 2026

25.5F1 Score

3

Apr 15, 2026

Thought-Retriever

21.6F1 Score

3

Apr 15, 2026

Thought-Retriever

27.5F1 Score

3

Apr 15, 2026

Abstract single

Thought-Retriever

29F1 Score

3

Apr 15, 2026

RAG Evaluation Dataset 99 queries (test)

Adaptive Chunking

67.68Retrieval Completeness

3

Mar 27, 2026

Natural Questions and HotpotQA with 45% adversarial noise

88RAGAS Faithfulness

3

Mar 4, 2026

MITRE ATT&CK 5 Queries

8.2Relevance

3

Feb 26, 2026

ZeroG corpus Cleaned

Regular Retrofitting

5.1Delta Q

3

Feb 26, 2026

ZeroG corpus Raw

EWMA Retrofitting

-3.5ΔQ

3

Feb 26, 2026

Legislative corpus Clean

Regular Retrofitting

7.5ΔQ

3

Feb 26, 2026

EAGLE-2(+FR 32k)

178.64Tokens per Second

3

Feb 26, 2026

UltraDomain n=130 (all)

563Time (s)

2

May 20, 2026

UltraDomain subset, n=20

36,606Time (s)

1

May 20, 2026

UltraDomain multi-hop n=77

36.8F1 Score

1

May 20, 2026

Page 5 of 5

Popular datasets

UltraDomain ViDoRe NQ Llama Average

Follow for updates

Join SOTA2 Contact