@article{rlvrtrainingofllmsdoesnotimprovethinking,
  title = {RLVR Training of LLMs Does Not Improve Thinking Ability for General QA: Evaluation Method and a Simple Solution},
  author = {Kaiyuan Li and Jing-Cheng Pang and Yang Yu},
  year = {2026},
  eprint = {2603.20799},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.20799},
}