Embodiments of the present disclosure disclose a text sequence generating method and apparatus, a device and a medium. The method includes: obtaining an initial text sequence, extracting an initial text feature from the initial text sequence; obtaining a structured text sequence, and extracting a structured feature from the structured text sequence, where the structured text sequence is associated with a fact in the initial text sequence; and fusing and generating a target text sequence based on the initial text feature and the structured feature.