🔥 Top New Examples 🔥

New to LLMWare - Fast Start tutorial series
SLIM Examples - SLIM Models

Example	Detail
1. BLING models fast start (code / video)	Get started with fast, accurate, CPU-based models - question-answering, key-value extraction, and basic summarization.
2. Parse and Embed 500 PDF Documents (code)	End-to-end example for Parsing, Embedding and Querying UN Resolution documents with Milvus
3. Hybrid Retrieval - Semantic + Text (code)	Using 'dual pass' retrieval to combine best of semantic and text search
4. Multiple Embeddings with PG Vector (code / video)	Comparing Multiple Embedding Models using Postgres / PG Vector
5. DRAGON GGUF Models (code / video)	State-of-the-Art 7B RAG GGUF Models.
6. RAG with BLING (code / video)	Using contract analysis as an example, experiment with RAG for complex document analysis and text extraction using llmware's BLING ~1B parameter GPT model running on your laptop.
7. Master Service Agreement Analysis with DRAGON (code / video)	Analyzing MSAs using DRAGON YI 6B Model.
8. Streamlit Example (code)	Upload pdfs, and run inference on llmware BLING models.
9. Integrating LM Studio (code / video)	Integrating LM Studio Models with LLMWare
10. Prompts With Sources (code)	Attach wide range of knowledge sources directly into Prompts.
11. Fact Checking (code)	Explore the full set of evidence methods in this example script that analyzes a set of contracts.
12. Using 7B GGUF Chat Models (code)	Using 4 state of the art 7B chat models in minutes running locally

Check back from time-to-time as we are always updating these examples - especially with new use cases and contributions from the llmware Community!