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ResearchFormerly WizWand

Entity Matching on Walmart-Amazon

89.67F1 ScoreGPT-4
29.225244.917660.6176.3024May 20, 2022Aug 13, 2022Nov 7, 2022Feb 1, 2023Apr 28, 2023Jul 23, 2023Oct 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GPT-4Prompting=Zero-shot2023.1089.67
RoBERTaMode=Fine-tuned2023.1087.02
GPT-3-175Bk=102022.0587
Ditto2022.0586.76
GPT-4oPrompting=Zero-shot2023.1086.65
GPT-miniPrompting=Zero-shot2023.1086.58
DittoMode=Fine-tuned2023.1086.39
Llama3.1Prompting=Zero-shot2023.1084.85
Magellan2022.0571.9
MixtralPrompting=Zero-shot2023.1070.44
Llama2Prompting=Zero-shot2023.1063.91
GPT-3-175Bk=02022.0560.6
RoBERTa unseenMode=Unseen, Source Training Dataset=Walmart-Amazon (W-A), Target Test Dataset=WDC Products2023.1036.46
Ditto unseenMode=Unseen, Source Training Dataset=Walmart-Amazon (W-A), Target Test Dataset=WDC Products2023.1031.55