Update README.md

README.md

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 This model was converted to GGUF format from [`nvidia/Llama-3.1-8B-UltraLong-2M-Instruct`](https://huggingface.co/nvidia/Llama-3.1-8B-UltraLong-2M-Instruct) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
 Refer to the [original model card](https://huggingface.co/nvidia/Llama-3.1-8B-UltraLong-2M-Instruct) for more details on the model.
 
+---
+We introduce UltraLong-8B, a series of ultra-long 
+context language models designed to process extensive sequences of text 
+(up to 1M, 2M, and 4M tokens) while maintaining competitive performance 
+on standard benchmarks. Built on the Llama-3.1, UltraLong-8B leverages a
+ systematic training recipe that combines efficient continued 
+pretraining with instruction tuning to enhance long-context 
+understanding and instruction-following capabilities. This approach 
+enables our models to efficiently scale their context windows without 
+sacrificing general performance.
+
+---
 ## Use with llama.cpp
 Install llama.cpp through brew (works on Mac and Linux)