Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning

Abstract

Seed1.5-Thinking is a mixture-of-experts reasoning model developed by ByteDance Seed, with 20 billion active parameters out of 200 billion total. The report describes data preparation, reward modeling, reinforcement learning algorithms, and training infrastructure for improving mathematical, scientific, coding, and general-purpose reasoning.