DeepMath-103K is a newly released dataset designed to enhance mathematical reasoning in language models, featuring a broad range of challenging and diverse math problems. It includes rigorous decontamination processes to ensure fair evaluation, with detailed problem structures that support various research applications. The accompanying models and code are open-sourced to facilitate further exploration and development in the field.