Semantic recognition method and system for inscriptions on ancient bronze objects
A technology for semantic recognition and bronze inscriptions, applied in the field of semantic recognition methods and systems for bronze inscriptions, to achieve objective and accurate recognition, improve recognition accuracy, and improve the efficiency of bronze inscription retrieval
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Embodiment 1
[0036] This embodiment discloses a method for semantic recognition of bronze inscriptions, such as figure 1 shown, including the following steps:
[0037] S1 uses the Bronze Inscription training set to pre-train the BERT model to obtain the Bronze Inscription enhanced context vector.
[0038] Wherein the method for obtaining the context vector of the bronze inscription enhancement comprises the following steps:
[0039] S1.1 Realize websites by writing scripts with crawler programs, such as "Retrieval of "Integrated Yin and Zhou Bronze Inscriptions"" under the "Master of Chinese Studies" website, automatically submit requests, and crawl multiple HTML interfaces. Obtain the number, device name and interpretation of the inscription, use the number of the inscription as an index, and save it to the local database or disk file. Set a threshold, and the amount of information in the interpretations with the number of gold characters less than the threshold is too low and will be d...
Embodiment 2
[0092] Based on the same inventive concept, this embodiment discloses a bronze inscription semantic recognition system, including:
[0093] The enhanced context vector generation module is used to pre-train the BERT model through the Bronze Inscription training set to obtain the Bronze Inscription enhanced context vector;
[0094] Bronze inscription hidden vector matrix generation module, used to bring the Bronze inscription enhanced context vector into the BiLSTM model, to obtain the Bronze inscription hidden vector matrix H representing the context information of the Bronze inscription sentence;
[0095] Semantic recognition module, for carrying out semantic role identification and semantic dependency recognition to bronze inscriptions according to the hidden vector matrix H of inscriptions in inscriptions;
[0096] The knowledge map generation module is used to establish the knowledge map of the bronze inscriptions according to the semantic role labels and semantic dependen...
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