Entity Resolution on Amazon-Google

Metric: F1 (%) (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	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

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