Beverley Callard reveals her mind is ‘manic’ while preparing to return to work in a health update following her breast cancer surgery

The 68-year-old actress, known for her work on soap operas, shared last month that she’s been diagnosed with an illness. This came shortly after she moved to Dublin to begin a new role on the Irish soap opera, Fair City.




![Deep linear neural networks and GPT-2, when trained on orthogonal data, exhibit feature cosine similarity patterns indicative of learned representations that distinguish between data sharing the same labels, suggesting an inherent capacity for discerning relationships beyond simple feature overlap-a characteristic quantifiable by [latex] \cos(\theta) [/latex] between feature vectors.](https://arxiv.org/html/2603.05143v1/2603.05143v1/Figure/linear_multi.png)



