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@huang_chao4969: LightRAG v1.5 is here! The biggest release ever! πŸš€ 35k+ GitHub ⭐ | 1.1M+ downloads | 251 contribut...

LightRAG v1.5 is here! The biggest release ever! πŸš€

35k+ GitHub ⭐ | 1.1M+ downloads | 251 contributors | 1.1k+ PRs merged

Here are the 6 major improvements:

β€’ πŸ“„ Multimodal Document Processing - Comprehensive indexing and Q&A for images, tables, and formulas
β€’ πŸ”§ Enhanced Document Parsing - Integration with MinerU and Docling, plus native DOCX parsing
β€’ βœ‚οΈ Four Text Chunking Strategies - Fixed / Recursive / Semantic Vector / Paragraph Semantic
β€’ 🎭 Role-specific LLM Configuration - Independent models for EXTRACT / QUERY / KEYWORDS / VLM roles
β€’ πŸ“Š Enhanced Structured Extraction - JSON output and externalized entity type prompts
β€’ 🧠 Task-aware Embeddings - Native support for asymmetric models like voyage-3 and text-embedding-004

Making RAG Simpler, Faster & More Powerful!
πŸ”— GitHub: github.com/HKUDS/LightRAG

Zirui Guo (@ziruiguocs)

πŸš€ LightRAG v1.5.0rc2 is out β€” 1.1K+ merged PRs, 1.1M+ downloads.

What's new:
β€’ Multimodal RAG
β€’ MinerU + Docling + native DOCX parsing
β€’ 4 chunking strategies
β€’ Role-specific LLMs
β€’ JSON-structured extraction
β€’ Task-aware embeddings

πŸ”— github.com/HKUDS/LightRAG

β€” https://nitter.net/ziruiguocs/status/2058069958706548765#m