Weaviate introduces StructuredRAG, a benchmark to evaluate LLMs' ability to generate reliable JSON outputs. The study finds that while LLMs perform well on simpler tasks, they struggle with more complex outputs.
Verba is an open-source application designed to offer an end-to-end, streamlined, and user-friendly interface for Retrieval-Augmented Generation (RAG) out of the box. It supports various RAG techniques, data types, LLM providers, and offers Docker support and a fully-customizable frontend.
- standardization, governance, simplified troubleshooting, and reusability in ML application development.
- integrations with vector databases and LLM providers to support new applications -
provides tutorials on integrating
open-source LLM tools offer transparency, flexibility, cost-effectiveness, and heightened data security.