Data Integration on Abt-Buy

Metric: F1 (%) (higher is better)

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#	Model↕	F1 (%)▼	Extra Data	Paper	Date↕	Code
1	gpt4-0613_zeroshot	95.78	No	Entity Matching using Large Language Models	2023-10-17	Code
2	RoBERTa-SupCon	94.29	No	Supervised Contrastive Learning for Product Matc...	2022-02-04	Code
3	gpt-4o-mini-2024-07-18_fine_tuned	94.09	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
4	gpt-4o-2024-08-06	92.2	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
5	RobEM	90.9	No	-	-	Code
6	HG	89.8	No	-	-	Code
7	Ditto	89.33	No	Deep Entity Matching with Pre-Trained Language M...	2020-04-01	Code
8	gpt-4o-mini-2024-07-18	87.68	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
9	Meta-Llama-3.1-8B-Instruct_fine_tuned	87.34	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
10	Random Forest	85	No	-	-	Code
11	JointBERT	83.44	No	-	-	Code
12	Meta-Llama-3.1-70B-Instruct	79.12	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
13	DADER-MMD	72.6	No	-	-	Code
14	DeepMatcher - Hybrid	62.8	No	-	-	Code
15	Meta-Llama-3.1-8B-Instruct	56.57	No	Fine-tuning Large Language Models for Entity Mat...	2024-09-12	Code
16	D-HAT	53.9	No	-	-	Code