@article{toinfinityandbeyondtooluseunlockslengthg, title = {To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models}, author = {Eran Malach and Omid Saremi and Sinead Williamson and Arwen Bradley and Aryo Lotfi and Emmanuel Abbe and Josh Susskind and Etai Littwin}, year = {2025}, eprint = {2510.14826}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.14826}, }