# Value Zeroing Demo of the effect of value-zeroing ([Hosein et al., 2023](https://arxiv.org/abs/2301.12971)) both with Attention Rollout ([Abnar & Zuidema, 2020](https://aclanthology.org/2020.acl-main.385/)) and without.