Deep Embedding Models in Entity Resolution: Enhancing Performance with Robust Testing and Evaluation
Entity Resolution (ER) involves identifying, linking, and differentiating distinct entities within complex datasets. The use of deep...
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Featured Posts
Olivier Binette
- Apr 1, 2023
- 2 min
Why Evaluation and Measurement Matter
Evaluation is a way of determining the quality or value of something. As new technology, tools, and opinions constantly emerge,...
Olivier Binette
- Apr 1, 2023
- 3 min
Common Pitfalls to Avoid When Estimating ER Performance Metrics
Performance metrics like precision, recall, and F1 score are commonly used to characterize the accuracy of entity resolution systems....
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Olivier Binette
- Mar 31, 2023
- 3 min
Best Practices for Accurate Data Labeling in Entity Resolution Systems
Entity resolution (ER) systems are becoming increasingly important. They allow organizations to clean and link data from different...
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