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@@ -39,7 +39,7 @@ Similarity Calculation: Uses precomputed embeddings and cosine similarity to ran
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  Efficiency: Designed to handle large volumes of BPMN files and queries efficiently.
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  ## Shortcomings:
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- Data Availability: Lack of sufficient BPMN files within ABB, we trained on the data of [camunda/bpmn-for-research](https://github.com/camunda/bpmn-for-research) by converting the BPMN files to Networkx graphs and measuring the Minimum Edit Distance between random pairs.
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  Minimum Edit Distance: **Does this translate to perceived similarity?** It might require a different approach. Training data in the form of (BPMN, BPMN, similarity) is needed. If user interactions can be captured, this might be a better approach for gauging perceived similarity or general 'useful' similarity.
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  ## Future Steps:
 
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  Efficiency: Designed to handle large volumes of BPMN files and queries efficiently.
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  ## Shortcomings:
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+ Data Availability: Lack of sufficient BPMN files within ABB, we trained on the data of [camunda/bpmn-for-research](https://github.com/camunda/bpmn-for-research) by converting the BPMN files to Networkx graphs and measuring the Minimum Edit Distance between random pairs.
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  Minimum Edit Distance: **Does this translate to perceived similarity?** It might require a different approach. Training data in the form of (BPMN, BPMN, similarity) is needed. If user interactions can be captured, this might be a better approach for gauging perceived similarity or general 'useful' similarity.
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  ## Future Steps: