Learning Decision Rules with GPT
Blog: Decision Management Community
On Feb 26 Simon Vandevelde, a frequent presenter at DecisionCAMPs, will talk about how to combine learning and reasoning in AI. Register for this free webinar. Here is his abstract: “Operational decisions are an important part of knowledge-intensive organizations, as these are taken in a high volume on a daily basis. However, describing these decisions in a standardized format such as DMN is a time-consuming task, as various textual sources need to be analyzed. In this talk, we present the results of our experiments on an automated approach to generating decision tables from natural language based on the GPT-3 LLM. Through a total of 72 experiments over six problem descriptions, we evaluated GPT-3’s decision logic modeling and reasoning capabilities. While GPT-3 demonstrates promising abilities in extracting decision context and identifying relevant variables from natural language, further enhancements are needed to improve its decision table capabilities for efficient automation of DMN modeling.” Link
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