Method and device for medical automatic question answering, storage medium, and electronic device
An automatic question-and-answer and question-and-answer technology, applied in the fields of natural language processing and computer artificial intelligence, can solve problems such as the inability to accurately obtain accurate answers to medical questions
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Embodiment 1
[0090] as attached figure 1 Shown, the medical automatic question answering method of the present invention, this method comprises the steps:
[0091] S1. Build a medical question-and-answer knowledge base: crawl question-and-answer pairs from the Internet medical question-and-answer community, and preprocess the question-and-answer pairs to build a medical question-and-answer knowledge base;
[0092] S2. Build a question-and-answer model training data set; for each medical question, there are two correct answers in the medical question-and-answer knowledge base in step S1, construct a positive training example with the correct answers and questions, and combine answers and questions other than the correct answers Construct training negative examples; wherein, the number of negative examples is set according to the size of the medical question-and-answer knowledge base;
[0093] S3. Building a question answering model: constructing a question answering model using a convoluti...
Embodiment 2
[0160] as attached Figure 7 Shown, based on the medical automatic question answering device of embodiment 1, this device comprises:
[0161]The medical question and answer knowledge base construction unit is used to use crawler technology to crawl question and answer pairs from the medical question and answer community on the Internet, and preprocess the questions and answers of the medical question and answer knowledge base. Preprocessing includes splitting questions with multiple answers And hyphenate the content of questions and answers to build a medical question-and-answer knowledge base;
[0162] A question answering model training data set generation unit, used to construct training positive examples and training negative examples according to the medical question answering knowledge base, and then construct a training data set;
[0163] A question answering model construction unit, used to construct a character mapping conversion table, an input layer, a character ve...
Embodiment 3
[0183] A storage medium based on Embodiment 1, wherein a plurality of instructions are stored, and the instructions are loaded by a processor to execute the steps of the medical automatic question answering method of Embodiment 1.
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