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Enhancing Search Relevance with NER and Multi-Vectors

General-purpose embedding models often struggle to extract specific domain features from input and represent them effectively in embeddings. This is because they lack guidance on what is important, leading to suboptimal results. Domain-critical aspects are not prioritised appropriately. For instance, location information might be crucial in one domain but irrelevant in another. Another important…

PHP max_execution_time explained

Introduction The crucial part of PHP application maintenance and performance issue mitigation is an understanding of the PHP and server limits (configuration). However, they are not that straightforward as we tend to think. In this article, I will explain and give examples of the PHP max_execution_time configuration limit, which in some situations behaves differently than you would expect. From…