"Update README.md"

README.md

@@ -31,21 +31,14 @@ I'm constantly enhancing these model descriptions to provide you with the most r
 - Model creator: [mosaicml](https://huggingface.co/mosaicml)
 - Original model: [mpt-30b-chat](https://huggingface.co/mosaicml/mpt-30b-chat)
 
-# Important Update for Falcon Models in llama.cpp Versions After October 18, 2023
+MPT-7b and MPT-30B are part of the family of Mosaic Pretrained Transformer (MPT) models, which use a modified transformer architecture optimized for efficient training and inference.
 
-As noted on the [Llama.cpp GitHub repository](https://github.com/ggerganov/llama.cpp#hot-topics), all new Llama.cpp releases after October 18, 2023, will require a re-quantization due to the new BPE tokenizer.
 
-**Good news!** I am glad that my re-quantization process for Falcon Models is nearly complete. Download the latest quantized models to ensure compatibility with recent llama.cpp software.
-
-**Key Points:**
-
-- **Stay Informed:** Keep an eye on software application release schedules using llama.cpp libraries.
-- **Monitor Upload Times:** Re-quantization is *almost* done. Watch for updates on my Hugging Face Model pages.
-
-**Important Compatibility Note:** Old software will work with old Falcon models, but expect updated software to exclusively support the new models.
-
-This change primarily affects **Falcon** and **Starcoder** models, with other models remaining unaffected.
+---
+# Brief
+The MPT-7B and MPT-30B Models are part of the family of Mosaic Pretrained Transformer (MPT) models, which use a modified transformer architecture optimized for efficient training and inference.
 
+---