Reading/Web/Content Discovery Experiments/Simple Article Summaries
Simple Article Summaries
Category:WMF ProjectsCategory:WMF Projects 2025q1Category:WMF Projects 2025q2Category:WMF Projects 2025q2
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We would like to provide article summaries, which would simplify the content of the articles. This will make content more readable and accessible, and thus easier to discover and learn from. This part of the project focuses only on displaying the summaries. A future experiment will study ways of editing and adjusting this content.
Previous research and experiments
Previous research
Currently, much of the encyclopedic quality content is long-form and thus difficult to parse quickly. In addition, it is written at a reading level much higher than that of the average adult. Projects that simplify content, such as Simple English Wikipedia or Basque Txikipedia, are designed to address some of these issues. They do this by having editors manually create simpler versions of articles. However, these projects have so far had very limited success - they are only available in a few languages and have been difficult to scale. In addition, they ask editors to rewrite content that they have already written. This can feel very repetitive.
In our previous research (Content Simplification), we have identified two needs:
- The need for readers to quickly get an overview of a given article or page
- The need for this overview to be written in language the reader can understand
Wikimania 2024 session
At Wikimania 2024, Wikimedians discussed ways that AI/machine-generated remixing of the already created content can be used to make Wikipedia more accessible and easier to learn from. The session focused on ways to give editors control over the structure and content of these new features.
Results summary
- Participant editors thought that the features presented had potential to improve the quality of the learning experience on Wikipedia
- Participants agreed that some community/editorial control over machine generated content and suggestions would be preferable
- Participants flagged a preference for solutions which did not require a lot of upfront work from editors
- For most groups, this meant adding the ability to edit or otherwise flag issues with machine-generated/remixed content once it was published or generated automatically on the wikis
- Participants flagged a need for clearly marking which features AI was directly involved in
Userlytics experiment
We ran an experiment presenting article summaries to web readers. We wanted to determine whether article summaries have the potential to increase reader retention, as proxied by clickthrough rate and usage patterns. We were checking whether the proposed concept was clear to the users and whether the feature was usable.
We ran an unmoderated Userlytics study on a prototype of our Simple Summary feature with eight participants. The prototype included a summary of the introduction of the English Wikipedia article on Dopamine. We analyzed videos and screen recordings of the sessions.
Results summary
Participants found simple summaries easy to use, useful, and had a high level of trust in the machine-generated summary. Responses were much more positive than expected. The main issue to be addressed before release is ambiguity between the Simple Summary and the main article content while the simple summary accordion is closed. See more at Usability study on Simple Summaries.
Browser extension experiment
The second experiment added the new feature into the pre-existing browser extension. The goal was to determine whether summaries are worth future investment for more costly experimentation. This time, we gathered evidence for the following hypotheses:
- Users are interested in the feature as presented (as measured through initial engagement with summary feature)
- Results: out of all pageviews where summaries were displayed, 8.09% of pageviews had a summary opened. The pages containing the summary received 10,198 impressions and 825 total clicks to open the summary.
- Users report positive experiences with the user experience of the feature (as measured by the answers to the "was this useful?" question)
- Results: 101 responses were received in our survey. 75.2% of all clicks selected "yes", 24.8% of all clicks selected "no".
The above summary is based on data collected from the English Wikipedia (enwiki) desktop platform between December 4 and 17, 2024. Only users who had enabled the extension could view the summary, and not all pages included one. See phab:T381253 for more details
Design
For the browser extension experiment, the designs below were used. Summaries appear as collapsed when the page is loaded. If a user is interested in opening the summary, the can click the dropdown arrow, which allows the summary to appear.
The dropdown opens the summary, as well as additional information on how the summary was generated. It also contains the "unverified" tag to indicate this summary has not been verified by editors. (Once a future moderation workflow is in place, this tag will show as "verified" after editor verification)
- Screenshot of collapsed state of article summary browser extension experiment
- Screenshot of the open state of the simple article summary browser extension for the Dopamine article
Next steps
Goals for further experimentation
Based on the results above, we believe this feature has the potential to significantly benefit readers. We have identified two hypotheses that will help guide and direct this work in the future that can focus both on the technical and moderation aspects of our next steps.
- Evaluate impact of a proposed summary feature on key user metrics on a Wikimedia wiki
- Evaluate community interest and sentiment towards the summary feature, and its range across different language communities
- Explore community involvement in the feature, specifically focusing on the need and approach towards summary moderation
- Explore requirements for improvements and applications of the model used for summary generation
Mobile summary pilot (Hypothesis 1)
If we introduce a pre-generated summary feature as an opt-in feature on a the mobile site of a production wiki, we will be able to measure a clickthrough rate greater than 4%, ensure no negative effects to session length, pageviews, or internal referrals, and use this data to decide how and if we will further scale the summary feature.
Mobile pilot
To evaluate this hypothesis, we are building a pilot version of the feature using the pre-generated summaries evaluated in the browser extension experiment. This version will be available for opt-in to a small percentage of readers on the mobile website for an experimental period of two weeks in June 2025.
Moderation consultations (Hypothesis 2)
If we approach summary moderation design collaboratively with communities — through surveys and other on-wiki discussions, we will be able to determine the minimal viable moderation workflow required for initial scaling of the feature and clarify whether moderation should be community-led, automated (at the prompt level), or some combination of both.
Community surveys
To evaluate this hypothesis, we are building a survey for communities. This survey will run in English, French, Japanese, and Spanish Wikipedias. The survey will present different options for adding, removing, and patrolling simple article summaries. We will use the results of the survey to propose the first version of a summary moderation workflow, which we will bring to communities for further discussion.
Timeline
Estimated time | Planned activity | Next steps |
---|---|---|
2023-2024 | Research on simplification | Start discussions around simple article summaries |
August 2024 | Wikimania brainstorming session | Proceed with user study |
October 2024 | Usability study | Proceed with browser extension experiment |
December 2024 | Browser extension experiment | Proceed with experimentation on mobile
Begin discussions for moderation workflows with communities |
June 2024 | Mobile pilot experiment | TBD |
June 2024 | Community moderation and patrolling survey | TBD |