Entity Resolution on Abt-Buy

Metric: F1 (%) (higher is better)

LeaderboardDataset

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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

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