Nvidia's Nemotron-Cascade 2 wins math and coding gold medals with 3B active parameters — and its post-training recipe is now open-source

Nvidia's Nemotron-Cascade 2 is a 30B MoE model that activates only 3B parameters at inference time, yet achieved gold medal-level performance at the 2025 IMO, IOI, and ICPC World Finals. Nvidia has ...
IEEE

Evaluation of the Code Generated By Large Language Models: The State of the Art

Abstract: The rapid development of Large Language Models (LLMs), such as ChatGPT and DeepSeek, has revolutionized software development, particularly in the domain of automated code generation. These ...
IEEE

Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection

Abstract: Out-of-distribution (OOD) detection is crucial for machine learning models deployed in open-world environments. However, existing methods often struggle with model over-confidence or rely ...