A computer program product comprising a non-transitory computer readable storage medium having instructions encoded thereon that, when executed by a processor of a computer system, cause the computer system to perform steps comprising:
- receiving first raw recipe data that describes a recipe that uses a set of ingredients;
- extracting, from the first raw recipe data, ingredient descriptors for the set of ingredients, wherein an ingredient descriptor of the ingredient descriptors comprises a range of quantities associated with an ingredient of the set of ingredients;
- generating, by a recipe management module of an online system, parsed ingredient data by prompting a large language model of an artificial intelligence system using the ingredient descriptors, such that the parsed ingredient data for each ingredient of the set of ingredients includes an ingredient name, an ingredient quantity, and a unit of measure of the ingredient quantity, wherein generating the parsed ingredient data by prompting the large language model comprises:
- generating, by a first neural network model of the artificial intelligence system, a prompt to provide to the large language model, wherein the prompt instructs the large language model to select a value from the range of quantities,
- wherein the parsed ingredient data for the ingredient descriptor specifies a single quantity of the ingredient, and the single quantity corresponds to the value of the range of quantities;
- mapping, for each ingredient of the parsed ingredient data, the ingredient name to a corresponding ingredient identifier that is part of an ingredient database, and each ingredient identifier in the ingredient database is associated with a corresponding item that is available for sale at one or more sources;
- generating a first linked recipe associated with the first raw recipe data;
- generating a second linked recipe associated with second raw recipe data;
- in response to accessing, by a user client device, a graphical user interface (GUI) associated with the online system:
- providing, by a second neural network model of the artificial intelligence system, a search query prompt to the large language model, wherein the search query prompt requests an order for presenting the first linked recipe and the second linked recipe in different positions of a scrollable recipe carousel to be displayed on the GUI;
- computing, by the large language model, (i) a first embedding score associated with a first item embedding and a third item embedding and (ii) a second embedding score associated with a second item embedding and the third item embedding;
- selecting, by the large language model, the order of the first linked recipe and the second linked recipe for presentation based on the first embedding score and the second embedding score;
- and
- causing the user client device to display the GUI by rendering the first linked recipe and second linked recipe in respective positions of the scrollable recipe carousel, the respective positions corresponding to the selected order.