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

Information Retrieval research benchmarks – Page 12 · SOTA2 Research

Information Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.45MRR

8

Feb 26, 2026

0.909MRR

8

Feb 26, 2026

Fine-tuned model

90.31NDCG@10

8

Feb 26, 2026

0.666Hits@1

8

Feb 26, 2026

NFCorpus NanoBEIR (test)

FT FiQA (KMeans, PF1-6)

38.1NDCG@10

7

Jul 8, 2026

BLOCKSEARCH attention, Rany19

100Recall@1

7

Jul 3, 2026

BLOCKSEARCH attention, Rany19

100Recall@1

7

Jul 3, 2026

BLOCKSEARCH attention, Rany19

100Recall@1

7

Jul 3, 2026

BLOCKSEARCH attention, Rany19

100Recall@1

7

Jul 3, 2026

SituatedQA 2021

TPOUR Contriever

40.21nDCG@5

7

Jun 17, 2026

SituatedQA 2018

TPOUR Contriever

0.441nDCG@5

7

Jun 17, 2026

R3-Skill (test)

70.24Hit@1

7

Jun 4, 2026

MS MARCO Passage

Pyserini Lucene

40.93nDCG@10

7

May 29, 2026

Average over four legal datasets (JUÁ-Juris, JurisTCU, NormasTCU, and BR-TaxQA-R)

Qwen3-Embedding-4B (legal-only adapted)

0.434NDCG@10

7

May 6, 2026

bge-large-en-v1.5

76.9Top-1 Accuracy

7

Apr 20, 2026

33.66nDCG@10

7

Mar 17, 2026

Smart Home Knowledge Base 100 queries (test)

34.2Median Latency (ms)

7

Mar 4, 2026

BEIR unseen 8 subsets (test)

48.16nDCG@10

7

Feb 26, 2026

BRIGHT unseen 6 subsets (test)

11.79nDCG@10

7

Feb 26, 2026

54.1MAP@100

7

Feb 26, 2026

51.5MAP@100

7

Feb 26, 2026

54.3MAP@100

7

Feb 26, 2026

30.7MAP@100

7

Feb 26, 2026

Query length 128 ensemble setting (test)

DRAMA-MiniLM LoRA

0.15GFLOPs/query

7

Feb 26, 2026

Two-LLM QE (Refine)

72.07NDCG@10

7

Feb 26, 2026

Page 12 of 22

Popular datasets

BEIR SciFact NFCorpus FiQA TREC-COVID

Follow for updates

Join SOTA2 Contact