Can a Language Model Learn Facts Continually in Its Weights?

@misc{oneill2026language,
  title = {Can a Language Model Learn Facts Continually in Its Weights?},
  author = {Charles O'Neill},
  year = {2026},
  eprint = {2607.11020},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.11020},
}