Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics

Yuxuan Ye, Raul Santos-Rodriguez, Edwin Simpson

Reinforcement learning with evaluation metrics as rewards is widely used to enhance specific capabilities of language models. However, for tasks such as factually consistent summar…