Update README.md

README.md

@@ -3,28 +3,28 @@ license: cc-by-nc-sa-4.0
 
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-# Triplex
+# Triplex: a SOTA LLM for knowledge graph construction.
 
-<!-- Provide a quick summary of what the model is/does. -->
+Knowledge graphs, like Microsoft's Graph RAG, enhance RAG methods but are expensive to build. Triplex offers a 98% cost reduction for knowledge graph creation, outperforming GPT-4 at 1/60th the cost and enabling local graph building with SciPhi's R2R.
 
-Triplex is a model for creating knowledge graphs from unstructured data developed by [SciPhi.AI](https://www.sciphi.ai).
+Triplex is a finetuned version of Phi3-3.8B for creating knowledge graphs from unstructured data developed by [SciPhi.AI](https://www.sciphi.ai). It works by extracting triplets - simple statements consisting of a subject, predicate, and object - from text or other data sources. 
 
-It works by extracting triplets - simple statements consisting of a subject, predicate, and object - from text or other data sources. 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/668d8d7a2413acbd544530d1/kcUC5FDEoziMSEcjVHQ3-.png)
 
-Try the demo here: [kg.sciphi.ai](https://kg.sciphi.ai)
+## Benchmark
 
-## Model Details
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/668d8d7a2413acbd544530d1/xsZ2UPZE5mnTFvgAsQwtl.png)
 
-It is a finetuned version of Phi3-3.8B on a high quality proprietary dataset constructed using DBPedia, Wikidata, and other data sources.
+## Usage:
 
-### Model Sources
 
 - **Blog:** [https://www.sciphi.ai/blog/triplex](https://www.sciphi.ai/blog/triplex)
 - **Demo:** [kg.sciphi.ai](kg.sciphi.ai)
-- **R2R Repository:** [https://www.github.com/SciPhi-AI/R2R](https://www.github.com/SciPhi-AI/R2R)
+- **Cookbook:** [https://r2r-docs.sciphi.ai/cookbooks/knowledge-graph](https://r2r-docs.sciphi.ai/cookbooks/knowledge-graph)
 
 ```python
 
+
 import json
 from transformers import AutoModelForCausalLM, AutoTokenizer