| Entity Matching using Large Language Models | ✓ Link | 85.21 | gpt4-0613_fewshot-10 | 2023-10-17 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 80.25 | gpt-4o-mini-2024-07-18_fine_tuned | 2024-09-12 |
| Supervised Contrastive Learning for Product Matching | ✓ Link | 79.28 | RoBERTa-SupCon | 2022-02-04 |
| Probing the Robustness of Pre-trained Language Models for Entity Matching | ✓ Link | 79.06 | RobEM | 2022-10-01 |
| Profiling Entity Matching Benchmark Tasks | ✓ Link | 79.0 | Random Forest | 2020-10-19 |
| Entity Resolution with Hierarchical Graph Attention Networks | ✓ Link | 76.4 | HG | 2022-06-01 |
| Deep Entity Matching with Pre-Trained Language Models | ✓ Link | 75.58 | Ditto | 2020-04-01 |
| CorDEL: A Contrastive Deep Learning Approach for Entity Linkage | | 70.2 | CorDEL-Sum | 2020-09-15 |
| Deep Learning for Entity Matching: A Design Space Exploration | ✓ Link | 69.3 | DeepMatcher - Hybrid | 2018-05-01 |
| Deduplication Over Heterogeneous Attribute Types (D-HAT) | ✓ Link | 67.5 | D-HAT | 2022-11-24 |
| Can Foundation Models Wrangle Your Data? | ✓ Link | 63.50 | text-davinci-002_fewshot-10 | 2022-05-20 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 63.45 | gpt-4o-2024-08-06 | 2024-09-12 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 59.20 | gpt-4o-mini-2024-07-18 | 2024-09-12 |
| Can Foundation Models Wrangle Your Data? | ✓ Link | 54.30 | text-davinci-002_zeroshot | 2022-05-20 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 51.44 | Meta-Llama-3.1-70B-Instruct | 2024-09-12 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 50.00 | Meta-Llama-3.1-8B-Instruct_fine_tuned | 2024-09-12 |
| Fine-tuning Large Language Models for Entity Matching | ✓ Link | 49.16 | Meta-Llama-3.1-8B-Instruct | 2024-09-12 |