Product Classification

Product classification, the task of assigning products to predefined categories, is crucial for e-commerce, compliance, and search optimization. Current research focuses on improving accuracy and robustness using various machine learning approaches, including large language models (LLMs), deep neural networks, and ensemble methods, often incorporating multimodal data (text and images) and addressing challenges like noisy labels and incomplete data. These advancements enhance efficiency in tasks such as automated product categorization, personalized recommendations, and improved search functionality, impacting both industry practices and the development of more sophisticated classification algorithms.