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README.md
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license: mit
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language:
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- nl
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---
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# Custum ML model for BPMN-search using spektral and keras.
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This project aims to create embeddings for BPMN files to facilitate tasks like search, similarity, and clustering. The embeddings capture both the semantics and structure of BPMN files, allowing for effective retrieval and comparison of similar BPMN diagrams.
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## Important Note
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The current model uses embeddings created by the paraphrase-multilingual-MiniLM-L12-v2 with an embedding dimension of
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## Motivation
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The goal is to:
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### Requirements for future steps:
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A large and varied dataset of BPMN files to ensure the model generalizes well.
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Real user queries to validate and improve the model's effectiveness.
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license: mit
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language:
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- nl
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tags:
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- abb
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- agentschap binnenlands bestuur
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- lblod
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---
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# Custum ML model for BPMN-search using spektral and keras.
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This project aims to create embeddings for BPMN files to facilitate tasks like search, similarity, and clustering. The embeddings capture both the semantics and structure of BPMN files, allowing for effective retrieval and comparison of similar BPMN diagrams.
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## Important Note
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The current model uses embeddings created by the paraphrase-multilingual-MiniLM-L12-v2 with an embedding dimension of 384. Using a different sentence-transformer will result in unexpected behavior. Ensure to use the correct sentence-transformer with the kerasEmbedder and adjust the 'dims' parameter in mu-search accordingly.
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## Motivation
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The goal is to:
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### Requirements for future steps:
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A large and varied dataset of BPMN files to ensure the model generalizes well.
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Real user queries to validate and improve the model's effectiveness.
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