@misc{lidayan2026abbellearningnaturallanguagebelief, title={ABBEL: Learning Natural-Language Belief States for Memory-Efficient Interaction}, author={Aly Lidayan and Jakob Bjorner and Satvik Golechha and Kartik Goyal and Alane Suhr}, year={2026}, eprint={2512.20111}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2512.20111}, }