NVIDIA Nemotron Nano V2 VL
机器学习
2025-11-10 v2 人工智能
计算机视觉与模式识别
摘要
我们推出Nemotron Nano V2 VL，这是Nemotron视觉语言系列的最新模型，旨在提供强大的真实世界文档理解、长视频理解及推理能力。Nemotron Nano V2 VL在所有视觉与文本领域均实现显著提升，主要得益于模型架构、数据集及训练配方的重大改进。Nemotron Nano V2 VL基于Nemotron Nano V2（一种混合Mamba-Transformer LLM），并采用创新的token降采样技术，在长文档和视频场景中实现更高的推理吞吐量。我们将发布BF16、FP8及FP4格式的模型checkpoint，并共享大部分数据集、配方及训练代码。
引用
@article{arxiv.2511.03929,
title = {NVIDIA Nemotron Nano V2 VL},
author = {NVIDIA and : and Amala Sanjay Deshmukh and Kateryna Chumachenko and Tuomas Rintamaki and Matthieu Le and Tyler Poon and Danial Mohseni Taheri and Ilia Karmanov and Guilin Liu and Jarno Seppanen and Guo Chen and Karan Sapra and Zhiding Yu and Adi Renduchintala and Charles Wang and Peter Jin and Arushi Goel and Mike Ranzinger and Lukas Voegtle and Philipp Fischer and Timo Roman and Wei Ping and Boxin Wang and Zhuolin Yang and Nayeon Lee and Shaokun Zhang and Fuxiao Liu and Zhiqi Li and Di Zhang and Greg Heinrich and Hongxu Yin and Song Han and Pavlo Molchanov and Parth Mannan and Yao Xu and Jane Polak Scowcroft and Tom Balough and Subhashree Radhakrishnan and Paris Zhang and Sean Cha and Ratnesh Kumar and Zaid Pervaiz Bhat and Jian Zhang and Darragh Hanley and Pritam Biswas and Jesse Oliver and Kevin Vasques and Roger Waleffe and Duncan Riach and Oluwatobi Olabiyi and Ameya Sunil Mahabaleshwarkar and Bilal Kartal and Pritam Gundecha and Khanh Nguyen and Alexandre Milesi and Eugene Khvedchenia and Ran Zilberstein and Ofri Masad and Natan Bagrov and Nave Assaf and Tomer Asida and Daniel Afrimi and Amit Zuker and Netanel Haber and Zhiyu Cheng and Jingyu Xin and Di Wu and Nik Spirin and Maryam Moosaei and Roman Ageev and Vanshil Atul Shah and Yuting Wu and Daniel Korzekwa and Unnikrishnan Kizhakkemadam Sreekumar and Wanli Jiang and Padmavathy Subramanian and Alejandra Rico and Sandip Bhaskar and Saeid Motiian and Kedi Wu and Annie Surla and Chia-Chih Chen and Hayden Wolff and Matthew Feinberg and Melissa Corpuz and Marek Wawrzos and Eileen Long and Aastha Jhunjhunwala and Paul Hendricks and Farzan Memarian and Benika Hall and Xin-Yu Wang and David Mosallanezhad and Soumye Singhal and Luis Vega and Katherine Cheung and Krzysztof Pawelec and Michael Evans and Katherine Luna and Jie Lou and Erick Galinkin and Akshay Hazare and Kaustubh Purandare and Ann Guan and Anna Warno and Chen Cui and Yoshi Suhara and Shibani Likhite and Seph Mard and Meredith Price and Laya Sleiman and Saori Kaji and Udi Karpas and Kari Briski and Joey Conway and Michael Lightstone and Jan Kautz and Mohammad Shoeybi and Mostofa Patwary and Jonathen Cohen and Oleksii Kuchaiev and Andrew Tao and Bryan Catanzaro},
journal= {arXiv preprint arXiv:2511.03929},
year = {2025}
}