llms.blog
Document Parsing2 articles

Document Parsing

Articles

  • Cohere Releases Parse 5: 2.3B Vision-Language Model for Enterprise Document Processing at .50 Per 1,000 Pages

    Cohere has released Parse 5, a specialized 2.3-billion-parameter vision-language model (VLM) engineered to convert complex enterprise documents into structured Markdown and HTML blocks in a single inference pass. Priced at $1.50 per 1,000 pages via API, Parse 5 targets large-scale enterprise retrieval-augmented generation (RAG) and document processing pipelines where routing millions of pages through frontier foundation models is cost-prohibitive. Single-Pass Architecture and Capabilities Tr

    1 min

  • Document Parsing and Visual Retrieval for Production RAG: Architecture, Benchmarks, and Serving Trade-Offs for Docling, Marker, MinerU, and ColPali

    Document Parsing and Visual Retrieval for Production RAG: Architecture, Benchmarks, and Serving Trade-Offs for Docling, Marker, MinerU, and ColPali The retrieval quality of a Retrieval-Augmented Generation (RAG) system is strictly bounded by the fidelity of its document ingestion pipeline. In enterprise environments, the vast majority of domain knowledge remains locked in unstructured Portable Document Format (PDF) files, scanned reports, technical manuals, and multi-column research papers. Na

    1 min