Nvidia's Nemotron 3 foundation model has been successfully fine-tuned to achieve gold-medal level performance in both the International Olympiad in Informatics (IOI) and the International Mathematical Olympiad (IMO). The process involved supervised fine-tuning (SFT) and reinforcement learning (RL) on domain-specific data, along with an iterative generate-evaluate-refine inference loop. Different model sizes, such as Nemotron-3-Nano-CC and Nemotron-3-Ultra-CC, were adapted, demonstrating that specialization can yield high performance without needing entirely new foundation models. AI
IMPACT Demonstrates the effectiveness of specialized fine-tuning for achieving high performance in complex reasoning tasks, potentially influencing future AI development for specialized applications.
RANK_REASON Research paper detailing fine-tuning of a foundation model for specific competitive domains.
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- Hugging Face
- International Mathematical Olympiad
- International Olympiad in Informatics
- Nemotron
- Nemotron 3
- Nemotron-3-Nano-CC
- Nemotron-3-Ultra-CC
- Nvidia
- reinforcement learning
- supervised fine-tuning
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