Writefull does offer a browser extension to edit LaTeX on Overleaf. Similar exclusions are not seen in the Writefull MS Word add-in output (Figure 6).
Paperpal Word add-in can deftly edit text containing LaTeX code: Paperpal also ensures that LaTeX equations in Word or Web are not edited (Figure 5). 
Paperpal excludes the Korean version of the title from being edited, whereas Writefull suggests that the Korean title be deleted. Figures 3 and 4 show how the above described scenario is handled by Paperpal and Writefull, respectively. Paperpal includes automated language detection, which helps it avoid suggesting incorrect edits to non-English text. In such cases, it is common for manuscripts to have some non-English text during the drafting stage.
Paperpal detects non-English text: If you do not speak English as your first language, you may write your manuscript in your native language and use an AI translation tool to translate your text to English. Writefull (Figure 2) does not appear to have any such exclusion and suggests changes to the author information, resulting in incorrect final text. Paperpal has been configured to identify various sections in a research manuscript and skip applying potentially unnecessary edits to sections like the title, author information, section headings, and references.Īs can be seen from Figure 1, the first suggestion by Paperpal is to the first sentence in the Abstract the title and author information are excluded from editing. Titles are carefully constructed by authors using specific keywords, and so academic copyeditors usually only recommend improvements relating to length and composition. Sections like author information and references would require mainly style corrections rather than language edits. Paperpal detects manuscript sections and applies edits where relevant: Most research manuscripts require language editing primarily for the main body text. We’ll look at these features in comparison with those provided by the Writefull MS Word add-in. Let’s look at some of Paperpal’s features that help ensure a high accuracy of suggestions from detecting grammar errors to providing alternative word choices in writing. Paperpal is therefore continually being improved by combining AI model training with the expertise of human editors so that the suggestions follow the nuances of academic writing and fulfill researcher needs. However, the article also mentioned that the accuracy of suggestions made by these AI tools for researchers remains a challenge and has room for improvement. An assessment by the University of Cambridge 1 found that, out of 7 online editing tools, Paperpal’s suggestions were the most useful in an academic context. Paperpal and Writefull are two tools that offer AI-based language editing solutions specifically designed for researchers. There are plenty of AI-based language editing tools available online, most of which are suitable for general writing purposes. Either way, it is important that the tool provides you with accurate suggestions that make it easier for you to finalize your manuscript. Your text will be removed from the writing assistant and from your browser.If you are a researcher looking to use an AI-based language editing tool, you may either need a quick check of your manuscript for typographical or missed grammatical errors or you may rely on the tool for detailed suggestions to help you finalize an error-free manuscript. Select Log Out User (bottom left) to quit your session. Make copies of your text regularly to prevent loss of content in case of a technical error. 
Change your text once you are convinced that the changes are correct. Critically examine the tips and comments.Do not use the writing assistant with formatted text. The writing assistant operates with a ‘plain text’ format without any layout.
When all changes have been made, copy/paste your text from the text box into your original document.
Changes can be made directly into the text box. The notification Processed indicates that the checks have been executed. Sometimes you will have to click on a link in the text with additional information to make the marked phrases appear. Sometimes additional information is offered when you hover you mouse over the marked phrase. Usually some words or phrases from your text will be marked, indicating that something could be improved. Each control item shows additional information above your text. Each component has various control items. One component highlights possible problems in your text (tab Text review), the other component provides information regarding specific words and word combinations (tab Vocabulary resources). The writing assistant consists of two components. Select your text in and copy/paste it in the text box of the writing assistant.
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