The present invention discloses a coreference resolution-oriented multi-semantic web entity contrast table automatic generation method. The method comprises the following steps of: giving a set of candidate coreference entities, and combining attributes with similar semanteme in the set of entities according to structure and textual information first; then, scoring the attributes based on the combined attributes and value distribution of the entities in the attributes, calculating the redundancy of candidate attributes and selected attributes, choosing an attribute with high score and low redundancy to be added into a key attribute set, and repeating the step until a predetermined number of attributes are all selected or no attributes can be chosen; and at last, based on values of key attribute organization entities in key attributes, generating a visual entity contrast table for users to participate in entity coreference resolution. By applying the coreference resolution-oriented multi-semantic web entity contrast table automatic generation method provided by the present invention, the accuracy and efficiency of user participation in multi-semantic web entity coreference resolution are improved.