Entity Resolution On Wdc Products 80 Cc Seen

Metrics

F1 (%)

Results

Performance results of various models on this benchmark

		Paper Title
gpt4-0613_zeroshot	89.61	Entity Matching using Large Language Models
gpt-4o-2024-08-06_fine_tuned_wdc_small	87.10	Fine-tuning Large Language Models for Entity Matching
gpt-4o-mini-2024-07-18_structured_explanations	84.38	Fine-tuning Large Language Models for Entity Matching
gpt-4o-mini-2024-07-18	81.61	Fine-tuning Large Language Models for Entity Matching
RoBERTa-SupCon	79.99	WDC Products: A Multi-Dimensional Entity Matching Benchmark
Llama3.1_70B_structured_explanations	76.70	Fine-tuning Large Language Models for Entity Matching
Llama3.1_70B	75.20	Fine-tuning Large Language Models for Entity Matching
Llama3.1_8B_error-based_example_selection	74.37	Fine-tuning Large Language Models for Entity Matching
Llama3.1_8B_structured_explanations	74.13	Fine-tuning Large Language Models for Entity Matching
Ditto	73.93	WDC Products: A Multi-Dimensional Entity Matching Benchmark
RoBERTa-base	72.18	WDC Products: A Multi-Dimensional Entity Matching Benchmark
HG	71.40	WDC Products: A Multi-Dimensional Entity Matching Benchmark
Llama3.1_8B	53.36	Fine-tuning Large Language Models for Entity Matching

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