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BibexPy Hydrogen v1.1.0 - Hybrid Enrichment

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@bcankara bcankara released this 21 Feb 09:02

📢 Release Notes

BibexPy Hydrogen v1.1.0 - Hybrid Enrichment Release

🚀 New Features & Enhancements

  • Improved Machine Learning-Based Enrichment (Still Experimental)

    • ML-based enrichment is now more structured and precise, leveraging TF-IDF + RandomForest models.
    • Enhanced handling of training and empty records for improved prediction accuracy.
  • New Hybrid Enrichment Option: API + ML Enrichment

    • A new option combines API-based enrichment with ML-based enrichment, providing more flexibility and accuracy in metadata enhancement.
  • Updated Field Merging Algorithms

    • Optimized merging logic to improve data consistency and processing efficiency.
  • Resolved macOS Compatibility Issues for API Enrichment

    • API-based enrichment now operates correctly on macOS systems without compatibility issues.

🛠 Performance & Statistics Updates

  • Optimized Processing Speed

    • Various backend optimizations have been implemented to improve efficiency and reduce execution time.
  • Enhanced Logging and Statistics

    • More detailed logging for ML model training, record distributions, and enrichment processes.

🐞 Bug Fixes

  • General Error Fixes & Stability Improvements
    • Several issues related to metadata enrichment and ML-based processing have been resolved.
    • Improved robustness of enrichment workflows to handle edge cases more effectively.

Let us know if you encounter any further issues! 🚀
Ekran görüntüsü 2025-02-21 113712