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ResearchFormerly WizWand

Product Retrieval

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

59.81mAP@1

13

Feb 26, 2026

Taobao Long-tail Queries (Offline Evaluation)

87.19Item Goodrate

8

Apr 28, 2026

WebShop 40k (test)

0.741Average Reward

3

Apr 10, 2026

E-commerce Product Dataset Relevance

91.1nDCG@1

2

Mar 6, 2026

E-commerce Product Dataset Desirability

84.1nDCG@1

2

Mar 6, 2026

Taobao Online Knowledge queries

data synthesis framework

2.58Item Goodrate

1

Apr 28, 2026

Taobao Online Negative queries

data synthesis framework

6.97Item Goodrate

1

Apr 28, 2026

Taobao Online Alternative queries

data synthesis framework

5Item Goodrate

1

Apr 28, 2026

Taobao Online Q&A queries

data synthesis framework

5.12Item Goodrate

1

Apr 28, 2026