Poseidon-Reasoning-5M is a high-quality, compact reasoning dataset curated for advanced applications in mathematics, coding, and science. The dataset distinctly emphasizes mathematical and general reasoning challenges, ensuring its suitability for large language model (LLM) research, benchmarking, and STEM-focused educational tools.