🔥 Top New Examples 🔥

New to LLMWare - Fast Start tutorial series
Agent Examples - Agent Fast Start

Example	Detail
1. ⭐ Benchmarking small model capabilities (code / video)	Recent performance evaluations
2. ⭐ BizBot - RAG + SQL Local Chatbot (example and video	Business-focused Local Chatbot in Minutes
3. ⭐ Using Qwen2 Models for Chat, RAG and Function Calling (example)	Leverage new models
4. ⭐ Extracting Values from Embedded Tables in PDF (example)	Innovative new experimental recipe
5. ⭐ Adjusting Sampling for Better LLM Results (code / video)	How to control and analyze stochastic sampling impact
6. ⭐ CSV Parsing Configuration (code)	Different options for configuring CSV parsing
7. ⭐ JSON Parsing Configuration (code)	Different options for configuring JSON and JSONL parsing
8. Parse and Embed 500 PDF Documents (code)	End-to-end example for Parsing, Embedding and Querying UN Resolution documents with Milvus
9. Hybrid Retrieval - Semantic + Text (code)	Using 'dual pass' retrieval to combine best of semantic and text search
10. Multiple Embeddings with PG Vector (code / video)	Comparing Multiple Embedding Models using Postgres / PG Vector
11. 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.
12. Master Service Agreement Analysis with DRAGON (code / video)	Analyzing MSAs using DRAGON YI 6B Model.
13. Streamlit Example (code)	Upload pdfs, and run inference on llmware BLING models.
14. Integrating LM Studio (code / video)	Integrating LM Studio Models with LLMWare
15. Prompts With Sources (code)	Attach wide range of knowledge sources directly into Prompts.
16. Fact Checking (code)	Explore the full set of evidence methods in this example script that analyzes a set of contracts.

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

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