Update README.md

README.md

@@ -26,17 +26,17 @@ Phi-1.5-Tele is a base model best suited for fine-tuning on applications related
 ```markdown
 Write me a poem about telecommunications.
 
-Answer: This world so vast and wide, we send our thoughts fast,
-With technology that allows us to be ever part of it.
-We connect, we share, we unite,
-Through the web of information, so vast and complete.
+Answer: Our world is a network of digital streams, 
+Connecting every voice and thought,
+Through the wires and fibers that transmit,
+Bringing us closer to the end of the road.
 ```
 
 where the model generates the text after "Answer:".
 
 ## Sample Code
 
-Below we share some code snippets on how to get quickly started with running the model. First, make sure to `pip install -U transformers`, then copy the snippet corresponding to your hardware and adapt it to your usecase.
+Below we share some code snippets on how to get quickly started with running the model. First, make sure to `pip install transformers`, then copy the snippet corresponding to your hardware and adapt it to your usecase.
 
 #### Running the model on a CPU
 
@@ -76,13 +76,16 @@ print(response)
 
 ## Citation
 
-You can find the paper with all details about the model at https://arxiv.org/abs/2309.05463. Please cite it as follows:
+You can find the paper with all details about the model at https://arxiv.org/abs/2409.05314. Please cite it as follows:
 
 ```bib
-@article{textbooks2,
-  title={Textbooks Are All You Need II: \textbf{phi-1.5} technical report},
-  author={Li, Yuanzhi and Bubeck, S{\'e}bastien and Eldan, Ronen and Del Giorno, Allie and Gunasekar, Suriya and Lee, Yin Tat},
-  journal={arXiv preprint arXiv:2309.05463},
-  year={2023}
+@misc{maatouk2024telellmsseriesspecializedlarge,
+      title={Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications}, 
+      author={Ali Maatouk and Kenny Chirino Ampudia and Rex Ying and Leandros Tassiulas},
+      year={2024},
+      eprint={2409.05314},
+      archivePrefix={arXiv},
+      primaryClass={cs.IT},
+      url={https://arxiv.org/abs/2409.05314}, 
 }
 ```