GitHub user seongjinyoon added a comment to the discussion: Ambient "operator 
recommender" — predictive next-operator suggestions on the canvas

Hi @gupta-sahil01 @chenlica I worked on Texera operator embeddings. The 
motivating problem was that most approaches ignore PythonUDF operators (since 
they are user-defined and don't have fixed semantics) so I trained an embedding 
model that incorporates them when ranking next-operator suggestions.

On evaluation: it reached ~75% top-3 hit rate (image below).

<img width="493" height="349" alt="Screenshot 2026-05-28 at 10 29 35 AM" 
src="https://github.com/user-attachments/assets/469524bd-834a-40a5-99f5-1c3027e00f21";
 />

GitHub link: 
https://github.com/apache/texera/discussions/5240#discussioncomment-17094886

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