Lost a Word file after a crash or shutdown? Learn 2 ways to recover an unsaved Word document in 2026, including Word's free built-in tools and EaseUS Data Recovery Wizard. This guide shows you how to recover a Word document after a crash using two effective methods. Is Your Unsaved Word Document Really Lost? Don't panic - your unsaved draft may still be recoverable. This guide shows you how to recover a Word document after a crash using two effective methods.

PCWorld reports Microsoft 365 Copilot has evolved from offering passive suggestions to actively making live changes in Excel, PowerPoint, and Word documents. The upgraded agentic capabilities allow Copilot to create presentations and documents from scratch, though with some limitations like missing graphics. These enhanced features are available across Microsoft 365 Copilot, Premium, Personal, and Family subscriptions, representing a significant productivity upgrade. Although Microsoft's Copilot reportedly remains far behind competing AI Large Language Models (LLMs) in terms of usage, the Copilot built into its Microsoft 365 applications remains a potent assistant.

The first three authors contributed equally.

The first three authors contributed equally.

New generative AI tools have been developing rapidly and are now widely used, including by workers in doing their jobs. Microsoft worked with firms across industries to run a large field experiment to measure how access to one of these tools changes work patterns. The experiment ran during the early rollout of Microsoft's M365 Copilot (Copilot), a multi-part generative AI tool that integrates generative AI into components of Microsoft's M365 suite (including Word, PowerPoint, Outlook, and Teams). M365 Copilot is designed as a general purpose tool to help workers digest information by summarizing emails, meetings, or documents, create new content by drafting emails, documents, or slide decks, and retrieve information either from the web or across any company email, chat, or document to which the worker has access. We worked with firms to randomize access to Copilot and got permission to use several months of anonymized metadata on workers' behaviors in Outlook, Teams, and Office, both before and after access to Copilot.

Have you encountered a Word file corruption issue with a notice: "Word experienced an error trying to open the file"? Microsoft Word will offer three solutions to resolve this error, and one of the fixes is applying a text recovery converter. In this article, we will discuss how to use text recovery converter in Word 2013, 2016, 2019, and the newest 2021. We'll also offer a detailed alternative solution – apply the EaseUS file repair tool to solve the Word corruption. Read on to find repair tutorials in this passage!

We introduce WordScape, a novel pipeline for the creation of cross-disciplinary, multilingual corpora comprising millions of pages with annotations for document layout detection. Relating visual and textual items on document pages has gained further significance with the advent of multimodal models. Various approaches proved effective for visual question answering or layout segmentation. However, the interplay of text, tables, and visuals remains challenging for a variety of document understanding tasks. In particular, many models fail to generalize well to diverse domains and new languages due to insufficient availability of training data. WordScape addresses these limitations. Our automatic annotation pipeline parses the Open XML structure of Word documents obtained from the web, jointly providing layout-annotated document images and their textual representations. In turn, WordScape offers unique properties as it (1) leverages the ubiquity of the Word file format on the internet, (2) is readily accessible through the Common Crawl web corpus, (3) is adaptive to domain-specific documents, and (4) offers culturally and linguistically diverse document pages with natural semantic structure and high-quality text. Together with the pipeline, we will additionally release 9.5M urls to word documents which can be processed using WordScape to create a dataset of over 40M pages. Finally, we investigate the quality of text and layout annotations extracted by WordScape, assess the impact on document understanding benchmarks, and demonstrate that manual labeling costs can be substantially reduced.

Can generative AI help us speed up the authoring of tools to help self-represented litigants? In this paper, we describe 3 approaches to automating the completion of court forms: a generative AI approach that uses GPT-3 to iteratively prompt the user to answer questions, a constrained template-driven approach that uses GPT-4-turbo to generate a draft of questions that are subject to human review, and a hybrid method. We use the open source Docassemble platform in all 3 experiments, together with a tool created at Suffolk University Law School called the Assembly Line Weaver. We conclude that the hybrid model of constrained automated drafting with human review is best suited to the task of authoring guided interviews.

We propose the Detailed Outline Control (DOC) framework for improving long-range plot coherence when automatically generating several-thousand-word-long stories. DOC consists of two complementary components: a detailed outliner and a detailed controller. The detailed outliner creates a more detailed, hierarchically structured outline, shifting creative burden from the main drafting procedure to the planning stage. The detailed controller ensures the more detailed outline is still respected during generation by controlling story passages to align with outline details. In human evaluations of automatically generated stories, DOC substantially outperforms a strong Re3 baseline (Yang et al., 2022) on plot coherence (22.5% absolute gain), outline relevance (28.2%), and interestingness (20.7%). Humans also judged DOC to be much more controllable in an interactive generation setting.

Here are the AIContentFly OTO links. Generate marketing content in seconds for any industry with this incredible suite of 60 AI writing tools, then scale your business, increase your search engine rankings, and boost your productivity and profits. Here we are in the AI Content Fly dashboard, and for this demonstration, I've chosen to use a niche that I know nothing about to prove that you really can let AI Content Fly do the work to generate amazing content, even if you don't know anything about the topic. So, the niche that I've chosen is aquascaping. It happens to be a popular hobby these days, and those involved in it can spend a lot of money on it.