Questions Regarding Evaluation Metrics for the Flagship Task

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Louis

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May 12, 2026, 11:13:20 PM (11 days ago) May 12
to LLMs4OL Challenge
I would like to ask the organizers to provide more detailed explanations regarding the third evaluation metrics "Graph Similarity Metrics" designed for the Flagship Task. It would be greatly appreciated if you could elaborate on the specific calculation rules, scoring criteria, weighting mechanisms, and any relevant evaluation details of this task.

LLMs4OL Challenge

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May 13, 2026, 9:40:44 AM (11 days ago) May 13
to Louis, LLMs4OL Challenge
Dear Louis,

I hope this email finds you well.

Thanks for your email and for bringing this to our attention.

This metric evaluates how similar two (gold and predicted) ontology fragments are to each other (per sample). The metric uses three criteria: Edge F1, Neighborhood Similarity, and Taxonomy Similarity. The final graph similarity is the average of the three criteria. Now I have added more details on this metric at the task page https://sites.google.com/view/llms4ol2026/flagship-task (The metric calculation is also available at: https://github.com/sciknoworg/LLMs4OL-Challenge/blob/main/2026/graph_similarity_metric.py). 

I hope this answers your questions. Please let me know if you have any questions or need assistance. 

Any feedback or suggestions are welcome.

Best Regards,
Hamed
On behalf of the LLMs4OL challenge organization team


On Wed, May 13, 2026 at 5:13 AM Louis <luoy...@gmail.com> wrote:
I would like to ask the organizers to provide more detailed explanations regarding the third evaluation metrics "Graph Similarity Metrics" designed for the Flagship Task. It would be greatly appreciated if you could elaborate on the specific calculation rules, scoring criteria, weighting mechanisms, and any relevant evaluation details of this task.

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