OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset. - Shubham Toshniwal; Ivan Moshkov; Sean Narenthiran; Daria Gitman; Fei Jia; Igor Gitman (NeurIPS, 2024)

Nemotron-4 340B Technical Report. - Bo Adler; Niket Agarwal; Ashwath Aithal; Dong H. Anh; Pallab Bhattacharya; Annika Brundyn; Jared Casper; Bryan Catanzaro; Sharon Clay; Jonathan M. Cohen; Sirshak Das; Ayush Dattagupta; et al. (CoRR, 2024)

OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data. - Shubham Toshniwal; Wei Du; Ivan Moshkov; Branislav Kisacanin; Alexan Ayrapetyan; Igor Gitman (ICLR, 2025)

Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models. - Aaron Blakeman; Aarti Basant; Abhinav Khattar; Adithya Renduchintala; Akhiad Bercovich; Aleksander Ficek; Alexis Bjorlin; Ali Taghibakhshi; Amala Sanjay Deshmukh; Ameya Sunil Mahabaleshwarkar; Andrew Tao; Anna Shors; et al. (CoRR, 2025)

AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset. - Ivan Moshkov; Darragh Hanley; Ivan Sorokin; Shubham Toshniwal; Christof Henkel; Benedikt Schifferer; Wei Du; Igor Gitman (CoRR, 2025)

Llama-Nemotron: Efficient Reasoning Models. - Akhiad Bercovich; Itay Levy; Izik Golan; Mohammad Dabbah; Ran El-Yaniv; Omri Puny; Ido Galil; Zach Moshe; Tomer Ronen; Najeeb Nabwani; Ido Shahaf; Oren Tropp; et al. (CoRR, 2025)

The Challenge of Teaching Reasoning to LLMs Without RL or Distillation. - Wei Du; Branislav Kisacanin; George Armstrong; Shubham Toshniwal; Ivan Moshkov; Alexan Ayrapetyan; Sadegh Mahdavi; Dan Zhao; Shizhe Diao; Dragan Masulovic; Marius Stanean; Advaith Avadhanam; et al. (CoRR, 2025)

GenSelect: A Generative Approach to Best-of-N. - Shubham Toshniwal; Ivan Sorokin; Aleksander Ficek; Ivan Moshkov; Igor Gitman (CoRR, 2025)

NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model. - Aarti Basant; Abhijit Khairnar; Abhijit Paithankar; Abhinav Khattar; Adithya Renduchintala; Aditya Malte; Akhiad Bercovich; Akshay Hazare; Alejandra Rico; Aleksander Ficek; Alex Kondratenko; Alex Shaposhnikov; et al. (CoRR, 2025)