NLPANTRY: AI-POWERED RECIPE CREATION
Abstract
NLPantry showcases breakthrough AI and ML applications in culinary arts, revolutionizing recipe generation. Utilizing genetic programming and NLP, NLPantry rapidly adapts to create culturally specific recipes, such as for Indian cuisine, validated by extensive user surveys. Additionally, we introduce a novel recipe model within the encoder-decoder framework, enhanced by reinforcement learning and coverage loss, which significantly improves ingredient utilization by 21% according to our new Ingredient Matching metric. These innovations underline the substantial potential of AI in crafting tailored and diverse culinary experiences, paving the way for future developments in recipe quality and personalization.