Entity Resolution on Amazon-Google

Metric: F1 (%) (higher is better)

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#	Model↕	F1 (%)▼	Extra Data	Paper	Date↕	Code
1	gpt4-0613_fewshot-10	85.21	No	Entity Matching using Large Language Models	2023-10-17	Code
2	gpt-4o-mini-2024-07-18_fine_tuned	80.25	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
3	RoBERTa-SupCon	79.28	No	Supervised Contrastive Learning for Product Matc...	2022-02-04	Code
4	RobEM	79.06	No	-	-	Code
5	Random Forest	79	No	-	-	Code
6	HG	76.4	No	-	-	Code
7	Ditto	75.58	No	Deep Entity Matching with Pre-Trained Language M...	2020-04-01	Code
8	CorDEL-Sum	70.2	No	CorDEL: A Contrastive Deep Learning Approach for...	2020-09-15	-
9	DeepMatcher - Hybrid	69.3	No	-	-	Code
10	D-HAT	67.5	No	-	-	Code
11	text-davinci-002_fewshot-10	63.5	No	Can Foundation Models Wrangle Your Data?	2022-05-20	Code
12	gpt-4o-2024-08-06	63.45	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
13	gpt-4o-mini-2024-07-18	59.2	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
14	text-davinci-002_zeroshot	54.3	No	Can Foundation Models Wrangle Your Data?	2022-05-20	Code
15	Meta-Llama-3.1-70B-Instruct	51.44	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
16	Meta-Llama-3.1-8B-Instruct_fine_tuned	50	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
17	Meta-Llama-3.1-8B-Instruct	49.16	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code