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ResearchFormerly WizWand

Query-to-Document Retrieval

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

PPLXQuery2Doc English Large 30M corpus 1.0

pplx-embed-v1-4B

12.18Recall@10

7

Feb 26, 2026

PPLXQuery2Doc English Medium 15M corpus 1.0

pplx-embed-v1-4B

13.76Recall@10

7

Feb 26, 2026

PPLXQuery2Doc English Small 7.5M corpus 1.0

pplx-embed-v1-4B

16.29Recall@10

7

Feb 26, 2026

PPLXQuery2Doc Multilingual Large 30M

15.58R@10

7

Feb 26, 2026

PPLXQuery2Doc Multilingual Medium 15M

17.87R@10

7

Feb 26, 2026

PPLXQuery2Doc Multilingual Small 7.5M

21.05R@10

7

Feb 26, 2026