📢 Release Notes
BibexPy Hydrogen v1.1.0 - Hybrid Enrichment Release
🚀 New Features & Enhancements
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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.
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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.
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Updated Field Merging Algorithms
- Optimized merging logic to improve data consistency and processing efficiency.
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Resolved macOS Compatibility Issues for API Enrichment
- API-based enrichment now operates correctly on macOS systems without compatibility issues.
🛠 Performance & Statistics Updates
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Optimized Processing Speed
- Various backend optimizations have been implemented to improve efficiency and reduce execution time.
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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.