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Papers Benchmarks Datasets Tasks

Multilingual Retrieval research benchmarks · SOTA2 Research

Multilingual Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MTEB Multilingual v2

Qwen-3-Embedding-8B

70.9nDCG@10

40

May 14, 2026

NeuCLIR RetrievalHardNegatives Chinese and Russian 2023

embeddinggemma-300m

52nDCG@20

12

Jun 18, 2026

WSDM Cup 2026 (dev)

RUN5 (Fusion RUN2 & RUN4)

55.9nDCG@20

10

Feb 26, 2026

WSDM Cup 2026 (test)

Low-Cost Multi-Stage Retrieval Pipeline

0.403nDCG@20

9

Feb 26, 2026

Mr. TyDi 1.0 (test)

mContriever + Mr. Tydi

72.4MRR@100 (ar)

8

Feb 26, 2026

mMARCO (held-out)

Oracle Upper Bound

29.398Mean nDCG@10

3

Jun 12, 2026

Popular datasets

WSDM Cup MTEB Mr. TyDi mMARCO NeuCLIR RetrievalHardNegatives

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