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SKU Mapping on Real-world consumer goods dataset

95.62AccuracyQuestion-to-Knowledge (Q2K)
66.2473.867581.49589.1225Sep 1, 2025

Evaluation results

MethodLinks
Question-to-Knowledge (Q2K)architecture=multi-agent design, components=Reasoning Agent, Knowledge Agent, Deduplication Agent2025.0995.62
Web Search Inferencemodel=GPT-4o, mode=unrestricted web search2025.0993.44
Few-Shot Inferencemodel=GPT-4o, mode=Few-Shot2025.0992.68
Zero-Shot Inferencemodel=GPT-4o, mode=Zero-Shot2025.0990.34
Rule-Based Matchingapproach=string normalization and handcrafted heuristics2025.0967.37