DeepMind Blog

Making it easier to understand how content was created and edited

We're expanding our tools to help you understand how content was created and edited across the web.

arXiv Computation and Language
Sep 23

Knowledge Pull Requests for Continual Document Authoring

The paper introduces Knowledge Pull Requests (KPRs), a framework that enables continual document authoring by making each change interpretable. KPRs extract claims from new knowledge sources, filter and route them to appropriate sections, and flag conflicts with existing content, producing a ChangeLog that separates knowledge changes from textual edits. Experiments on revising Wikipedia and updating query-driven reports show that KPRs integrate more information, better preserve existing content, and improve question answering performance compared to rewriting from scratch or using frontier models with search.

By Alexander Martin, Benjamin Van Durme
arXiv AI
Sep 12

From Queries to Narratives: Cultural Heritage Data Stories for Knowledge Graph Exploration and Quality Assessment

The paper introduces data stories as narrative documents that combine explanatory text, images, and executable SPARQL queries with visualized results to make cultural‑heritage knowledge graphs more accessible. It describes how these stories guide users through unfamiliar graphs, create reproducible narratives, and uncover hidden data‑quality issues. The authors present LODEON, an authoring platform with Sparnatural and AI‑assisted tools, and report early positive feedback from seminars and workshops.

By Tabea Tietz, Torsten Schrade, Etienne Posthumus, Linnaea S\"ohn, Jonatan Jalle Steller, J\"org Waitelonis, Harald Sack
Towards Data Science
Aug 26

How to Format Your TDS Draft: A New and Improved Guide

The article titled "How to Format Your TDS Draft: A New and Improved Guide" provides comprehensive instructions for creating a draft on the Towards Data Science Contributor Portal. It outlines the necessary steps and formatting guidelines to ensure a polished submission. The guide aims to streamline the drafting process for contributors.

By TDS Editors