Nemotron-4 340B Technical Report
<|reference_start|>Nemotron-4 340B Technical Report: We release the Nemotron-4 340B model family, including Nemotron-4-340B-Base, Nemotron-4-340B-Instruct, and Nemotron-4-340B-Reward. Our models are open access under the NVIDIA Open Model License Agreement, a permissive model license that allows distribution, modification, and use of the models and its outputs. These models perform competitively to open access models on a wide range of evaluation benchmarks, and were sized to fit on a single DGX H100 with 8 GPUs when deployed in FP8 precision. We believe that the community can benefit from these models in various research studies and commercial applications, especially for generating synthetic data to train smaller language models. Notably, over 98% of data used in our model alignment process is synthetically generated, showcasing the effectiveness of these models in generating synthetic data. To further support open research and facilitate model development, we are also open-sourcing the synthetic data generation pipeline used in our model alignment process.<|reference_end|>
@article{nvidia2024nemotron-4,
    title={Nemotron-4 340B Technical Report},
    author={Nvidia: Bo Adler, Niket Agarwal, Ashwath Aithal, Dong H. Anh, Pallab
  Bhattacharya, Annika Brundyn, Jared Casper, Bryan Catanzaro, Sharon Clay,
  Jonathan Cohen, Sirshak Das, Ayush Dattagupta, Olivier Delalleau, Leon
  Derczynski, Yi Dong, Daniel Egert, Ellie Evans, Aleksander Ficek, Denys
  Fridman, Shaona Ghosh, Boris Ginsburg, Igor Gitman, Tomasz Grzegorzek, Robert
  Hero, Jining Huang, Vibhu Jawa, Joseph Jennings, Aastha Jhunjhunwala, John
  Kamalu, Sadaf Khan, Oleksii Kuchaiev, Patrick LeGresley, Hui Li, Jiwei Liu,
  Zihan Liu, Eileen Long, Ameya Sunil Mahabaleshwarkar, Somshubra Majumdar,
  James Maki, Miguel Martinez, Maer Rodrigues de Melo, Ivan Moshkov, Deepak
  Narayanan, Sean Narenthiran, Jesus Navarro, Phong Nguyen, Osvald Nitski,
  Vahid Noroozi, Guruprasad Nutheti, Christopher Parisien, Jupinder Parmar,
  Mostofa Patwary, Krzysztof Pawelec, Wei Ping, Shrimai Prabhumoye, Rajarshi
  Roy, Trisha Saar, Vasanth Rao Naik Sabavat, Sanjeev Satheesh, Jane Polak
  Scowcroft, Jason Sewall, Pavel Shamis, Gerald Shen, Mohammad Shoeybi, Dave
  Sizer, Misha Smelyanskiy, Felipe Soares, Makesh Narsimhan Sreedhar, Dan Su,
  Sandeep Subramanian, Shengyang Sun, Shubham Toshniwal, Hao Wang, Zhilin Wang,
  Jiaxuan You, Jiaqi Zeng, Jimmy Zhang, Jing Zhang, Vivienne Zhang, Yian Zhang,
  Chen Zhu},
    journal={arXiv preprint arXiv:2406.11704},
    year={2024},
    archivePrefix={arXiv},
    eprint={2406.11704},
    primaryClass={cs.CL cs.AI cs.LG}
}