DeLFT is a deep learning framework implementing state-of-the-art architectures for NLP tasks. It focuses on sequence labeling such as named entity recognition and information extraction, and text classification. The framework supports both simple texts and rich texts with layout information like fonts, styles, and positions in structured documents such as PDFs and HTML, making it suitable for processing large documents beyond simple sentences or paragraphs.