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### Added
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- Added optional schema enforcement as a validation layer after entity and relation extraction.
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+ - Introduced a linear hybrid search ranker for HybridRetriever and HybridCypherRetriever, allowing customizable ranking with an ` alpha ` parameter.
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- Introduced SearchQueryParseError for handling invalid Lucene query strings in HybridRetriever and HybridCypherRetriever.
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+ ### Fixed
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+ - Fixed config loading after module reload (usage in jupyter notebooks)
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+ ### Changed
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+ - Qdrant retriever now fallbacks on the point ID if the ` external_id_property ` is not found in the payload.
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+ - Updated a few dependencies, mainly ` pypdf ` , ` anthropic ` and ` cohere ` .
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## 1.5.0
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### Added
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- Introduced Neo4jMessageHistory and InMemoryMessageHistory classes for managing LLM message histories.
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- Added examples and documentation for using message history with Neo4j and in-memory storage.
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- Updated LLM and GraphRAG classes to support new message history classes.
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- - Introduced a linear hybrid search ranker for HybridRetriever and HybridCypherRetriever, allowing customizable ranking with an ` alpha ` parameter.
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### Changed
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- Refactored index-related functions for improved compatibility and functionality.
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- Updated documentation to include new custom exceptions.
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- Improved the use of Pydantic for input data validation for retriever objects.
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- - Fixed config loading after module reload (usage in jupyter notebooks)
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