According to one embodiment, an apparatus for synthesizing a speech, comprises an inputting unit configured to input a text sentence, a text analysis unit configured to analyze the text sentence so as to extract linguistic information, a parameter generation unit configured to generate a speech parameter by using the linguistic information and a pre-trained statistical parameter model, an embedding unit configured to embed information into the speech parameter, and a speech synthesis unit configured to synthesize the speech parameter with the information embedded by the embedding unit into a speech with the information.