Provided are a semantic emotion analysis method and apparatus, a computer device, and a computer-readable storage medium, relating to the field of intelligent decision making in artificial intelligence. The semantic emotion analysis method comprises: acquiring an importance metric value corresponding to each word in a sentence to be analyzed (S1); according to the importance metric value corresponding to each word in the sentence to be analyzed, obtaining, by means of two recurrent neural network models which run in parallel, an implicit expression corresponding to the sentence to be analyzed (S2); inputting the implicit expression corresponding to the sentence to be analyzed and a sentence label corresponding to the sentence to be analyzed into a semantic sentiment analysis classifier (S3); and receiving an emotion analysis classification result of the semantic emotion analysis classifier for the sentence to be analyzed (S4). A self-attention mechanism is introduced, the importance of each word in a sentence is quantified by means of an importance metric value, and the meaning of the current word in the whole sentence is then acquired according to the position of an important word, so that each word in the sentence and the importance metric value corresponding thereto are fused together in the hidden state of the finally output whole sentence.
SEMANTIC EMOTION ANALYSIS METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM