This study implements the LayoutLM model for the Named Entity Recognition (NER) task to extract nutritional information from packaged food labels. The LayoutLM architecture was chosen for its ability to integrate textual and spatial layout information (bounding boxes), overcoming the limitations of text-only models in processing semi-structured documents. The model was fine-tuned using the open…