@article{probabilitiesareallyouneedaprobabilityon,
  title = {Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models},
  author = {Manh Nguyen and Sunil Gupta and Hung Le},
  year = {2025},
  eprint = {2511.07694},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.07694},
}