What action should be taken to resolve the issue with the excessive occurrence of the client name in the cluster titles?

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Adding the client name to the Concept Stop Word list is a strategic action to address the issue of its excessive occurrence in cluster titles. Concept Stop Words are terms that are frequently used and do not contribute significantly to the uniqueness or relevance of a search query or clustering task. By including the client name in this list, the clustering algorithm is instructed to ignore those terms during the analysis phase, which helps in reducing redundancy and allowing other significant content in the documents to surface more prominently in the titles. This approach enhances the quality of the clusters, making them more meaningful and useful for users.

The other methods do not specifically target the frequency issue as effectively. Running a keyword expansion could lead to broader results and possibly increase the occurrence of the client name rather than reducing it. Enabling the email header filter might limit the type of documents considered but won't address the frequency of the client name within the clusters. Re-running the cluster set including all documents could reaffirm the same frequency issues rather than mitigate them, as it does not involve any filter or adjustment to how frequently common terms are processed.

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