Most RAG systems don’t understand sophisticated documents — they shred them

Standard RAG pipelines treat documents as flat strings of text. They use "fixed-size chunking" (cutting a document every 500 ...
IEEE

Domain-Specific Multi-Document Political News Summarization Using BART and ACT-GAN

Abstract: The exponential growth of digital content has made it increasingly difficult for users to understand the information, particularly in domains like political news. The study provides a ...
Analytics Insight

Best AI Tools to Summarize PDFs Quickly for Faster Reading and Better Understanding

Overview PDF files are an integral part of professional and academic work.Long documents make it difficult to research and ...

Local AI Notebook Setup : Build Code, Chat & OCR Images Offline

See an AMD laptop with a Ryzen AI chip and 128GB memory run GPT OSS at 40 tokens a second, for fast offline work and tighter ...
IEEE

Current Trends and Advances in Extractive Text Summarization: A Comprehensive Review

Abstract: Given the rapid increase of textual data in various fields, text summarization has become essential for efficient information handling. Over recent decades, numerous methods have been ...