Taxonomy Bot: Are they for real? IP professionals often segment patents into different technology categories of interest to have a better understanding of the evolving technology trends and competitors’ activity. Generally, a comprehensive taxonomy is prepared by an expert and then manual categorization is done by going through the patent details. This process is manageable when there are up to 2000 Patents. It becomes a really hard and time-consuming task if technology is really broad and it has more than 2000 patents.
The methods for automatic classification have been around for some time; however, the adaptability of such classification systems is really low due to their low explainability and the black box approach of AI. When your job depends upon the explainability and validation of why a result was considered or not considered while evaluating a patent, technology, or article, explainability is one of the most important concerns.
This works for you in a 4-step process: