v1.4.8rc4
HKUDS/LightRAGv1.4.8rc4Sep 4, 2025by danielaskdd
AI Summary
Release candidate refactoring prompt templates and fixing initialization bugs to improve Knowledge Graph (KG) extraction robustness.
Key Highlights
- Refactored Prompt Template and invalidating all LLM caches
- Fixed Lambda Closure Bug in Embedding Function Creation
- Enhanced Entity Relation Extraction Text Sanitization and Normalization
New Features
- Enhanced Entity Relation Extraction Text Sanitization and Normalization
Full Release Notes
## Import Notes **Refactoring Prompt Template and enhancing robust mal-format handling for Knowledge Graph (KG) extraction using Small Parameter Language Models (LLMs). This will invalidate all cached LLM outputs.** ## What's Changed * Fix: Eliminate Lambda Closure Bug in Embedding Function Creation by @avchauzov in https://github.com/HKUDS/LightRAG/pull/2028 * refac: Eliminate Conditional Imports and Simplify Initialization by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2029 * Fix: Preserve Leading Spaces in Graph Label Selection by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2030 * Fix ENTITY_TYPES Environment Variable Handling by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2034 * refac: Enhanced Entity Relation Extraction Text Sanitization and Normalization by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2031 * refact: Enhance KG Extraction with Improved Prompts and Parser Robustness by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2032 * Fix LLM output instability for <|> tuple delimiter by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2035 * Enhance KG Extraction for LLM with Small Parameters by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2051 * Add VDB error handling with retries for data consistency by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2055 * Fix incorrect variable name in NetworkXStorage file path by @danielaskdd in https://github.com/HKUDS/LightRAG/pull/2060 ## New Contributors * @avchauzov made their first contribution in https://github.com/HKUDS/LightRAG/pull/2028 **Full Changelog**: https://github.com/HKUDS/LightRAG/compare/v1.4.7...v1.4.8rc2