Structured Extraction

Kev 1.0 introduces Kev-27B and updates Kev-9B with a 64k document window and TypeSafe SDK compatibility. The release includes weights, source code, and fine-tuning and deployment skills.

Developers report using Jev to score inbox content, classify invoices, and split documents into categories. DocJev’s author claims 6x lower latency than GPT-5.6 Luna at equivalent accuracy for document classification and splitting.

Jev returns predefined choices, scores, and probabilities instead of free-form text for bounded software decisions. TypeSafe claims roughly 150 ms responses and lower inference costs for those tasks.

Cohere released Parse 5, a document parser that returns machine-readable text, tables, forms, images, and bounding boxes. Cohere reports a 79.2 ParseBench score and prices it at $1.50 per 1,000 pages.