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Common pitfalls and solutions

Understanding common challenges and addressing them proactively can enhance your experience:

  • Challenge: Applying overly specific or narrow filters may exclude valuable documents.
    • Solution: Start with broader filters and gradually refine to maintain balance between precision and recall.
  • Challenge: Irrelevant results in Explore maps.
    • Solution: Edit problem statements, fork maps, and apply additional filters to tailor results.
  • Challenge: Dataset size exceeding manageable thresholds (e.g., >10,000 documents).
    • Solution: Apply initial filters and save reduced datasets to enable more targeted analysis.
  • Challenge: Misalignment between vocabulary in context filters and document content.
    • Solution: Write comprehensive context descriptions and rely on the AI's semantic matching capability.