@article{improvingdataefficiencyforllm, title = {Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay}, author = {Yifan Sun and Jingyan Shen and Yibin Wang and Tianyu Chen and Zhendong Wang and Mingyuan Zhou and huan zhang}, year = {2025}, eprint = {2506.05316}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.05316v1}, }