675 results about "Text generation" patented technology

The invention discloses an automatic text generation method. The method comprises the following steps of: data obtaining; data preprocessing; model construction; loss definition; model pre-training; and model adversarial training model verification. According to the method and device, a concurrent neural network and a variational auto encoder are combined, and an adversarial network training modeis added, so that the quality of generated texts is prevented from becoming bad along with elongation of the lengths of the texts, and the problem of generating single texts is avoided. According to the method, the concurrent neural network commonly used in the field of natural language processing is applied as basis and the variational auto encoder is fused, so that text distribution can be better learnt. For later effect enhancement, a thought of a generative adversarial network is used, a convolutional neural network is used as a discriminator, reinforcement learning is used for carrying out training, and models are globally trained, so that better effect is achieved. The invention furthermore discloses an automatic text generation device.

A text-generation method and system includes receiving data records, such that each data record includes one or more data fields and a field value associated with each data field. A text-string is generated for each data record, such that each text-string includes one or more text-based data descriptors. Each data descriptor includes a field descriptor that defines a specific data field within the data record to which the text-string is related, and a value descriptor that defines the field value associated with the specific data field.

The present invention relates to an audio output apparatus and an audio and video output apparatus which enable a user to recognize output speech even when ambient noise increases or when a loud irregular noise occurs. The audio and video output apparatus includes an audio unit for supplying sound including speech to a speaker; a video unit for supplying video images to a monitor; a text generation unit for generating text corresponding to speech; a noise detection unit for detecting noise; and a display control unit for superimposing text corresponding to speech on a video image and causing the monitor to display the resultant image when the level of the detected noise is higher than a preset level. Thus, the user is prevented from missing speech produced by the apparatus.