ML Research Wiki / Benchmarks / Entity Resolution / Abt-Buy

Abt-Buy

Entity Resolution Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: F1 (%)

Top Performing Models

Rank	Model	Paper	F1 (%)	Date	Code
1	gpt4-0613_zeroshot	Entity Matching using Large Language Models	95.78	2023-10-17	📦 wbsg-uni-mannheim/matchgpt
2	RoBERTa-SupCon	Supervised Contrastive Learning for Product Matching	94.29	2022-02-04	📦 wbsg-uni-mannheim/contrastive-product-matching
3	gpt-4o-mini-2024-07-18_fine_tuned	Fine-tuning Large Language Models for Entity Matching	94.09	2024-09-12	📦 wbsg-uni-mannheim/tailormatch
4	gpt-4o-2024-08-06	Fine-tuning Large Language Models for Entity Matching	92.20	2024-09-12	📦 wbsg-uni-mannheim/tailormatch
5	Ditto	Deep Entity Matching with Pre-Trained Language Models	89.33	2020-04-01	📦 megagonlabs/ditto
6	gpt-4o-mini-2024-07-18	Fine-tuning Large Language Models for Entity Matching	87.68	2024-09-12	📦 wbsg-uni-mannheim/tailormatch
7	Meta-Llama-3.1-8B-Instruct_fine_tuned	Fine-tuning Large Language Models for Entity Matching	87.34	2024-09-12	📦 wbsg-uni-mannheim/tailormatch
8	Meta-Llama-3.1-70B-Instruct	Fine-tuning Large Language Models for Entity Matching	79.12	2024-09-12	📦 wbsg-uni-mannheim/tailormatch
9	Meta-Llama-3.1-8B-Instruct	Fine-tuning Large Language Models for Entity Matching	56.57	2024-09-12	📦 wbsg-uni-mannheim/tailormatch

All Papers (9)

Entity Matching using Large Language Models

2023

gpt4-0613_zeroshot

wbsg-uni-mannheim/matchgpt

Supervised Contrastive Learning for Product Matching

2022

RoBERTa-SupCon

wbsg-uni-mannheim/contrastive-product-matching

Fine-tuning Large Language Models for Entity Matching

2024

gpt-4o-mini-2024-07-18_fine_tuned

wbsg-uni-mannheim/tailormatch

Fine-tuning Large Language Models for Entity Matching

2024

gpt-4o-2024-08-06

wbsg-uni-mannheim/tailormatch

Deep Entity Matching with Pre-Trained Language Models

2020

Ditto

megagonlabs/ditto

Fine-tuning Large Language Models for Entity Matching

2024

gpt-4o-mini-2024-07-18

wbsg-uni-mannheim/tailormatch

Fine-tuning Large Language Models for Entity Matching

2024

Meta-Llama-3.1-8B-Instruct_fine_tuned

wbsg-uni-mannheim/tailormatch

Fine-tuning Large Language Models for Entity Matching

2024

Meta-Llama-3.1-70B-Instruct

wbsg-uni-mannheim/tailormatch

Fine-tuning Large Language Models for Entity Matching

2024

Meta-Llama-3.1-8B-Instruct

wbsg-uni-mannheim/tailormatch

Abt-Buy

Performance Over Time

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Edit Result

Top Performing Models

All Papers (9)

Entity Matching using Large Language Models

Supervised Contrastive Learning for Product Matching

Fine-tuning Large Language Models for Entity Matching

Fine-tuning Large Language Models for Entity Matching

Deep Entity Matching with Pre-Trained Language Models

Fine-tuning Large Language Models for Entity Matching

Fine-tuning Large Language Models for Entity Matching

Fine-tuning Large Language Models for Entity Matching

Fine-tuning Large Language Models for Entity Matching

Model	Paper	F1 (%)	Date
gpt4-0613_zeroshot	Entity Matching using Large Language Models	95.78	2023-10-17
RoBERTa-SupCon	Supervised Contrastive Learning for Product Match…	94.29	2022-02-04
gpt-4o-mini-2024-07-18_fine_tuned	Fine-tuning Large Language Models for Entity Matc…	94.09	2024-09-12
gpt-4o-2024-08-06	Fine-tuning Large Language Models for Entity Matc…	92.20	2024-09-12
Ditto	Deep Entity Matching with Pre-Trained Language Mo…	89.33	2020-04-01
gpt-4o-mini-2024-07-18	Fine-tuning Large Language Models for Entity Matc…	87.68	2024-09-12
Meta-Llama-3.1-8B-Instruct_fine_tuned	Fine-tuning Large Language Models for Entity Matc…	87.34	2024-09-12
Meta-Llama-3.1-70B-Instruct	Fine-tuning Large Language Models for Entity Matc…	79.12	2024-09-12
Meta-Llama-3.1-8B-Instruct	Fine-tuning Large Language Models for Entity Matc…	56.57	2024-09-12