updated model summary

README.md

@@ -53,13 +53,13 @@ duplicated_from: bigcode-data/starcoderbase-1b
 
 ## Model Summary
 
-The Narrow Transformer (NT) model NT-Java-1.1B is an open-source specialized code model built by extending pre-training on starcoderbase-1b, designed for code related tasks in Java programming. The model is a decoder-only transformer with Multi-Query-Attention and a context length of 8192 tokens. The model has been trained with Java subset of the starcoderdata dataset, which is ~22B tokens.
+The Narrow Transformer (NT) model NT-Java-1.1B is an open-source specialized code model built by extending pre-training on StarCoderBase-1B, designed for coding tasks in Java programming. The model is a decoder-only transformer with Multi-Query-Attention and with a context length of 8192 tokens. The model was trained with Java subset of the StarCoderData dataset, which is ~22B tokens.
 
 - **Repository:** [bigcode/Megatron-LM](https://github.com/bigcode-project/Megatron-LM)
 - **Project Website:** 
 - **Paper:** 
 - **Point of Contact:** 
-- **Languages:** Java
+- **Language(s):** Java
 
 ## Use
 
@@ -115,7 +115,6 @@ The model, NT-Java-1.1B, has been trained on publicly available datasets and com
 
 - **Orchestration:** [Megatron-LM](https://github.com/bigcode-project/Megatron-LM)
 - **Neural networks:** [PyTorch](https://github.com/pytorch/pytorch)
-- **BP16 if applicable:** [apex](https://github.com/NVIDIA/apex)
 
 # License
 The model checkpoint and vocabulary file are licensed under the [BigCode OpenRAIL-M v1](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement) . Under the license, you must evaluate if your use case does not violate the use-case restriction under Attachment A of the License.  Any modification of the model (finetuning or extended pre training) for further downstream task needs to be released under [BigCode OpenRAIL-M v1](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement).