Method for solving conference content summary task based on layered adaptive segmented network
A segmentation network, content summary technology, applied in biological neural network models, special data processing applications, instruments, etc.
Active Publication Date: 2018-11-23
HANGZHOU YIWISE INTELLIGENT TECH CO LTD
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[0004] The purpose of the present invention is to solve the problems in the prior art. In order to overcome the problem in the prior art that only extracts conference content minutes based on fixed rules, the present invention provides a hierarchical adaptive segmentation network to solve the conference content summary task. method
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[0048] The present invention is verified experimentally on the data set YW constructed by ourselves. The YW dataset includes a total of 298 meeting dialogue data and corresponding human-marked meeting minutes. We use 200 dialogue data as the training set, 48 dialogue data as the validation set, and 50 dialogue data as the test set.
[0049] In order to objectively evaluate the performance of the algorithm of the present invention, the present invention uses ROUGE-1, ROUGE-2, and ROUGE-SU in the selected test set to evaluate the effect of the present invention. According to the steps described in the specific embodiment, the experimental results obtained are as shown in table 1, and the method used in the present invention is denoted as HAS-RL:
[0050]
[0051] Table 1 The present invention is aimed at ROUGE-1, ROUGE-2, the test result of ROUGE-SU standard
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The invention discloses a method for solving a conference content summary task based on a layered adaptive segmented network. The method mainly comprises the following steps of 1), coding conference dialogues through unitization of an adaptive coding network; and 2), for the obtained codes of the conference dialogues, obtaining a conference summary through decoding of an enhanced decoding network.Compared with a general conference summary generation scheme, the method has the advantage that irregular data in conference records can be coped with relatively flexibly. Compared with a traditionalmethod, the method has the advantage that a result obtained in the conference content summary generation problem is better.
Description
technical field [0001] The invention relates to the field of tweet forwarding prediction tasks, in particular to a method for solving conference content summarization tasks based on hierarchical adaptive segmentation networks. Background technique [0002] With more and more meetings at present, the demand for summarizing the content of the meeting is increasing, and the demand for designing a system that can automatically generate meeting minutes is increasing. The purpose of this task is to record the dialogue of a meeting , the corresponding meeting minutes can be automatically generated, but the current existing methods are not very effective. [0003] Existing technologies are mainly based on existing semantic rules to generate meeting content minutes from meeting dialogue records. The main problem with this method is that it cannot guarantee the consistency of semantic rules. The current method for generating meeting minutes It is mainly designed for structured text d...
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IPC IPC(8): G06F17/30G06N3/04
CPCG06N3/049
Inventor 俞新荣
Owner HANGZHOU YIWISE INTELLIGENT TECH CO LTD