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Product Type Mapping on Walmart Internal Campaigns

89.34PrecisionCampaign-2-PT
0.742423.743746.74569.7463Feb 11, 2026

Evaluation results

MethodLinks
Campaign-2-PTreasoning=structured LLM-based relevance reasoning2026.0289.3497.5694.12
Retrievalcosine similarity threshold=0.52026.0240.299.2253.28
Retrievalcosine similarity threshold=0.32026.0240.1599.7352.63
Retrievalcosine similarity threshold=0.72026.02252525
BM25retrieval_type=lexical2026.0220.1395.3232.76
Zero-Shot LLMzero-shot=true2026.024.1550.439.32