This opens a new tab where you will see your network with the ambiguous nodes and edges featured in white.
(Read the paper for more info on this!)

3) Click on the "Compute metrics" button.

4) Scroll the panel down, and click on the "Observe ambiguity visually" button at the bottom of the panel.

To try the feature in Gephi Lite, do this:

1) Open Gephi Lite and a network of your choice. I will use the "divided they blog" network because it is simple.

2) In the side bar on the left, click on Metrics > Louvain edges ambiguity (that's the last item).

Our case is the ambiguity of categories obtained by community detection algorithms in networks.

We offer an implementation of our ambiguity visualization method in Gephi Lite, which you can try online right now!

lite.gephi.org

Our paper defends ambiguity as substantive knowledge to visualize. Ambiguity is often a defining feature of the phenomena we study, and should therefore be measured. It is not the same as uncertainty, which we want to mitigate.

anthology.ach.org/volumes/vol0...

Congrats to @dariorodighiero.bsky.social for beating me to the best short paper award at #CHR2025 ! And to Carlo and Davide, although I don't know them personally. I only got an honorable mention, which I am still very proud of 😂

2025.computational-humanities-research.org/news/best-pa...