CN111666403B - Conference summary processing method and device and conference summary processing equipment - Google Patents
Conference summary processing method and device and conference summary processing equipment Download PDFInfo
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- G06F16/34—Browsing; Visualisation therefor
- G06F16/345—Summarisation for human users
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- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
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Abstract
The invention provides a conference summary processing method and device and conference summary processing equipment, wherein the method comprises the following steps: acquiring meeting summary information; inputting the meeting summary information to a conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model; highlighting the plurality of current conclusion point information. According to the invention, the plurality of current conclusion points in the meeting summary information can be extracted through the conclusion point extraction model, and after the plurality of current conclusion points in the meeting summary information are extracted, the highlighting operation can be performed on the plurality of current conclusion points in the meeting summary information, so that a person reading the meeting summary information can directly check and highlight the plurality of current conclusion points, and therefore, the meeting content can be conveniently and efficiently known.
Description
Technical Field
The invention relates to the technical field of communication, in particular to a conference summary processing method and device and conference summary processing equipment.
Background
The enterprise often sets up the meeting, and meeting record meeting summary information after setting up the meeting so that not joining meeting personnel can read the meeting summary in order to know the meeting content, joining meeting personnel can read again, review the meeting content.
However, the following period is recorded by the text, so that the manual careful reading can take more time, important information is easily lost due to simple skip, and the reading efficiency of the reading conference period is low.
Therefore, how to perform data processing on the meeting summary so as to make the meeting content conveniently and efficiently known is an important point to be solved by the scheme.
Disclosure of Invention
In view of the above, the invention provides the conference summary processing method and device and the conference summary processing equipment, so that staff can conveniently and efficiently know conference contents.
In order to achieve the above object, the present invention provides the following technical features:
a conference summary processing method, comprising:
acquiring meeting summary information;
inputting the meeting summary information to a conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model;
highlighting the plurality of current conclusion point information.
Optionally, the highlighting the plurality of current conclusion point information includes:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
Optionally, the acquiring meeting summary information includes:
reading meeting start time from meeting room management equipment;
automatically starting a voice function from the conference starting time until a conference ending mark is received, so as to obtain conference voice data;
and converting the conference voice data into conference summary information by adopting a voice-to-text technology.
Optionally, the acquiring meeting summary information includes:
and acquiring meeting summary information of manual shorthand.
Optionally, after converting the conference voice data into conference summary information by adopting a voice-to-text technology, the method further includes:
receiving meeting record information of manual shorthand;
and merging meeting summary information generated by a voice-to-text technology and meeting summary information of manual shorthand to obtain merged meeting summary information.
Optionally, after highlighting the plurality of current conclusion point information, the method further includes:
saving meeting summary information; wherein a plurality of current conclusion point information are highlighted in the meeting summary information.
Optionally, after highlighting the plurality of current conclusion point information, the method further includes:
and sending meeting summary information containing information for highlighting a plurality of current conclusion points to a plurality of bank terminals for display by the bank terminals.
A conference summary processing device, comprising:
the acquisition unit is used for acquiring meeting summary information;
the input unit is used for inputting the meeting summary information to the conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model;
and the highlighting unit is used for highlighting the plurality of pieces of current conclusion point information.
A conference summary processing device, comprising:
a memory storing a software program;
a processor for executing the software program in the memory and implementing: acquiring meeting summary information, inputting the meeting summary information to a conclusion point extraction model, acquiring a plurality of pieces of current conclusion point information output by the conclusion point extraction model, and highlighting the plurality of pieces of current conclusion point information.
Optionally, the method further comprises:
the processor executing highlighting the plurality of current conclusion point information specifically includes:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
Through the technical means, the following beneficial effects can be realized:
according to the invention, the plurality of current conclusion points in the meeting summary information can be extracted through the conclusion point extraction model, and after the plurality of current conclusion points in the meeting summary information are extracted, the highlighting operation can be performed on the plurality of current conclusion points in the meeting summary information, so that a person reading the meeting summary information can directly check and highlight the plurality of current conclusion points, and therefore, the meeting content can be conveniently and efficiently known.
Drawings
In order to more clearly illustrate the embodiments of the invention or the technical solutions in the prior art, the drawings that are required in the embodiments or the description of the prior art will be briefly described, it being obvious that the drawings in the following description are only some embodiments of the invention, and that other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
Fig. 1 is a schematic structural diagram of a conference summary processing device according to an embodiment of the present invention;
FIG. 2 is a flow chart of a method for training a conclusion point extraction model according to an embodiment of the present invention;
fig. 3 is a flowchart of a first embodiment of a conference summary processing method disclosed in the embodiment of the present invention;
fig. 4 is a flowchart of a second embodiment of a conference summary processing method disclosed in the embodiment of the present invention;
fig. 5 is a schematic structural diagram of a conference summary processing device according to an embodiment of the present invention.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
Referring to fig. 1, the present invention provides a conference summary processing apparatus, including:
a memory 100 storing a software program;
processor 200 for executing software programs in memory and implementing: acquiring meeting summary information, inputting the meeting summary information to a conclusion point extraction model, acquiring a plurality of pieces of current conclusion point information output by the conclusion point extraction model, and highlighting the plurality of pieces of current conclusion point information.
The specific implementation of the processor may be described in detail in the embodiments shown in fig. 2-4, and will not be described herein.
Referring to fig. 2, the invention provides a conclusion point extraction model training method, which comprises the following steps:
step S201: a training sample set is obtained.
The conference descriptions of a plurality of text versions are obtained, and conclusion words such as 'therefore', 'so' and the like and subsequent words in each conference description are taken as conclusion points. One section of text in each meeting summary is a training sample.
Step S202: and performing supervised training on the neural network model based on the training sample set.
And performing supervised training on the neural network model based on the training sample set, and continuously learning the neural network model in the training process, so as to acquire the capability of extracting the junction from the training sample.
Step S203: and obtaining a trained conclusion extraction model after reaching the training ending condition.
The trained punctuation extraction model can take a section of characters as input and punctuation as output, so that the aim of extracting the punctuation from the section of characters is fulfilled.
The invention provides a first embodiment of a conference summary processing method, which is applied to conference summary processing equipment in a conference summary processing system shown in fig. 1, wherein the conference summary processing equipment stores a pre-trained summary point extraction model.
Referring to fig. 3, the conference summary processing method includes the steps of:
step S301: and acquiring meeting summary information.
The conference summary processing equipment acquires conference summary information, wherein the conference summary information is a conference summary presented in a literal mode.
Step S302: and inputting the meeting summary information to a conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model.
The conference summary processing equipment stores a conclusion point extraction model, performs segmentation operation on conference summary information to obtain a plurality of text fields, and respectively inputs the text fields into the conclusion point extraction model to obtain a plurality of pieces of current conclusion point information in the conference summary information.
The conclusion point information includes: the conclusion point content and the conclusion point are positioned in the meeting summary information.
Step S303: highlighting the plurality of current conclusion point information.
It can be understood that the conclusion point content is conclusive content in the meeting summary, and the conclusion point content in the meeting summary can be highlighted for convenient, simple and quick reading.
For each conclusion point information: the meeting summary processing device may find conclusion point content from the location of the conclusion point in the meeting summary information and highlight the conclusion point content.
For example, highlighting may include a variety of ways: thickening, underlining, changing font color, changing font shading, and the like. Of course, other processing methods may be included, which are not listed.
The invention provides a second embodiment of a conference summary processing method, which is applied to conference summary processing equipment in a conference summary processing system shown in fig. 1, wherein the conference summary processing equipment stores a pre-trained summary point extraction model.
Referring to fig. 4, the conference summary processing method includes the steps of:
step S401: and acquiring meeting summary information.
The conference summary processing equipment acquires conference summary information, wherein the conference summary information is a conference summary presented in a literal mode.
Step S402: and inputting the meeting summary information to a conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model.
The conference summary processing equipment stores a conclusion point extraction model, performs segmentation operation on conference summary information to obtain a plurality of text fields, and respectively inputs the text fields into the conclusion point extraction model to obtain a plurality of pieces of current conclusion point information in the conference summary information.
The conclusion point information includes: the conclusion point content and the conclusion point are positioned in the meeting summary information.
Step S403: and executing screening operation on the plurality of pieces of current conclusion point information, and highlighting the screened current conclusion point information.
Since some of the current conclusion points are known and some are unknown, a screening operation may be performed on a plurality of current conclusion points in order to further reduce the reading of the bank employee.
The following filtering operation is performed for each piece of current junction information:
step S4031: and carrying out fuzzy matching on the current conclusion point information and the conclusion point database.
The conclusion point database stores the existing conclusion point information in the history meeting summary information, so that fuzzy matching operation can be performed on the current conclusion point information and the existing conclusion points in the conclusion point database to determine whether the current conclusion point information is the existing conclusion point information in the conclusion point database.
Step S4032: and if the matching is unsuccessful, highlighting the current conclusion point information.
If the matching is successful, the current conclusion point information is completely inconsistent with the conclusion points in the conclusion point database, so that the current conclusion point information is a brand new conclusion point, and the current conclusion point information needs to be highlighted.
Step S4033: and if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result.
If the fuzzy matching is successful, the fact that the existing conclusion point and the current conclusion point are the same event is indicated, and in order to compare whether the existing conclusion point and the current conclusion point have the same meaning in detail, the existing conclusion point information and the current conclusion point information can be accurately matched by utilizing a natural language processing technology, and an accurate matching result is obtained.
The process of performing exact matching with respect to natural language processing techniques is well established and will not be described in detail herein.
Step S4034: and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing the highlighting operation on the current conclusion point information.
If the accurate matching result is that the two have the same meaning, the fact that the current conclusion point information exists in the conclusion point knowledge base is indicated, and the bank staff already knows the current conclusion point information, so that highlighting is not needed.
Step S4035: and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
If the accurate matching result is that the two information belong to different meanings, it means that the existing conclusion point information and the current conclusion point information of the conclusion point knowledge base are the same event, but are different meanings (for example, changing the application range of a certain service, changing the time deadline of a certain service, etc.), which belong to the change conclusion point, so that the highlighting operation is performed on the current conclusion point information, so that the bank staff can learn the change conclusion point.
According to an embodiment of the present invention, after highlighting the plurality of current conclusion point information in step S303 and step S403, the method further includes: saving meeting summary information and the meeting identification; wherein a plurality of current conclusion point information are highlighted in the meeting summary information.
The conference summary processing equipment can store conference summary information and the conference identifier of the time, so that staff not participating in the conference can send a search instruction to the conference summary processing equipment by means of the bank terminal, and the search instruction carries the conference identifier of the time.
The conference summary processing equipment can receive the search instruction, search conference summary information corresponding to the conference identifier and send the conference summary information to the bank terminal so that a bank employee can check the conference summary information. Since meeting summary information is processed, banking employees can view the highlighted current conclusion point information.
When the details of a certain current conclusion point need to be known in detail, the unobtrusive content related to the current conclusion point can be checked, so that the efficiency of reading meeting summary information by bank staff can be greatly improved.
According to an embodiment of the present invention, after highlighting the plurality of current conclusion point information in step S303 and step S403, the method further includes: the conference summary processing device sends conference summary information containing information for highlighting a plurality of current conclusion points to a plurality of banking terminals for display by the banking terminals.
The conference summary processing device may directly send conference summary information including highlighting the current conclusion point information to the plurality of banking terminals for display by the banking terminals after determining the current conclusion point information.
Since meeting summary information is processed, banking employees can view the highlighted current conclusion point information.
When the details of a certain current conclusion point need to be known in detail, the unobtrusive content related to the current conclusion point can be checked, so that the efficiency of reading meeting summary information by bank staff can be greatly improved.
Of course, the conference summary processing device can also directly send the current conclusion point information to the bank terminal, so that the bank terminal can directly check the current conclusion point information, and the conference summary processing device is simpler and more efficient.
According to one embodiment provided by the invention, three schemes for acquiring meeting summary information are provided:
the first scheme is as follows: a voice conversion mode.
Reading meeting start time from meeting room management equipment; automatically starting a voice function from the conference starting time until a conference ending mark is received, so as to obtain conference voice data; and converting the conference voice data into conference summary information by adopting a voice-to-text technology.
Before a meeting needs to be set up, a meeting start time and a meeting end time may be registered with the meeting room management device. The meeting summary processing device may obtain a meeting start time and automatically voice-to-text functions from the meeting start time until a meeting end flag (e.g., a light off flag, a door lock flag, etc.) obtains meeting summary information via voice-to-text.
The second scheme is as follows: manual shorthand meeting summary information.
And manually recording meeting summary information in the meeting process by using a person, thereby acquiring the meeting summary information of manual shorthand.
Third scheme: the first scheme and the second scheme are fused.
Reading meeting start time from meeting room management equipment; automatically starting a voice function from the conference starting time until a conference ending mark is received, so as to obtain conference voice data; and converting the conference voice data into conference summary information by adopting a voice-to-text technology.
Receiving meeting record information of manual shorthand; and merging meeting summary information generated by a voice-to-text technology and meeting summary information of manual shorthand to obtain merged meeting summary information.
Because the voice is translated in the text conversion process, inaccurate situations are unavoidable in the text conversion process, and meeting summary information of manual shorthand is possibly omitted, so that two meeting summary information are fused, and the fused meeting summary information is obtained.
Referring to fig. 5, the invention provides a conference summary processing device, which comprises:
an acquiring unit 51, configured to acquire meeting summary information;
an input unit 52, configured to input the meeting summary information to a conclusion point extraction model, and obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model;
and a highlighting unit 53 for highlighting the plurality of current conclusion point information.
Wherein said highlighting said plurality of current conclusion point information comprises:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
The conference summary information acquisition step comprises the following steps:
reading meeting start time from meeting room management equipment;
automatically starting a voice function from the conference starting time until a conference ending mark is received, so as to obtain conference voice data;
and converting the conference voice data into conference summary information by adopting a voice-to-text technology.
The conference summary information acquisition step comprises the following steps:
and acquiring meeting summary information of manual shorthand.
After converting the conference voice data into conference summary information by adopting a voice-to-text technology, the method further comprises the following steps:
receiving meeting record information of manual shorthand;
and merging meeting summary information generated by a voice-to-text technology and meeting summary information of manual shorthand to obtain merged meeting summary information.
Optionally, after highlighting the plurality of current conclusion point information, the method further includes:
saving meeting summary information; wherein a plurality of current conclusion point information are highlighted in the meeting summary information.
Wherein after highlighting the plurality of current conclusion point information, further comprising:
and sending meeting summary information containing information for highlighting a plurality of current conclusion points to a plurality of bank terminals for display by the bank terminals.
The specific implementation of the conference summary processing apparatus may be detailed in the embodiments shown in fig. 2 to fig. 4, and will not be described herein.
Referring to fig. 1, the present invention provides a conference summary processing device, including:
a memory storing a software program;
a processor for executing the software program in the memory and implementing: acquiring meeting summary information, inputting the meeting summary information to a conclusion point extraction model, acquiring a plurality of pieces of current conclusion point information output by the conclusion point extraction model, and highlighting the plurality of pieces of current conclusion point information.
The processor executing highlighting the plurality of current conclusion point information specifically includes:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
The functions described in the method of this embodiment, if implemented in the form of software functional units and sold or used as a stand-alone product, may be stored in a computing device readable storage medium. Based on such understanding, a part of the present invention that contributes to the prior art or a part of the technical solution may be embodied in the form of a software product stored in a storage medium, comprising several instructions for causing a computing device (which may be a personal computer, a server, a mobile computing device or a network device, etc.) to execute all or part of the steps of the method described in the embodiments of the present invention. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a random access Memory (RAM, randomAccess Memory), a magnetic disk, or an optical disk, or other various media capable of storing program codes.
In this specification, each embodiment is described in a progressive manner, and each embodiment is mainly described in a different point from other embodiments, so that the same or similar parts between the embodiments are referred to each other.
The previous description of the disclosed embodiments is provided to enable any person skilled in the art to make or use the present invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the invention. Thus, the present invention is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
Claims (8)
1. A conference summary processing method, comprising:
acquiring meeting summary information;
inputting the meeting summary information to a conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model;
highlighting the plurality of current conclusion point information;
the highlighting the plurality of current conclusion point information includes:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
2. The method of claim 1, wherein the obtaining meeting summary information comprises:
reading meeting start time from meeting room management equipment;
automatically starting a voice function from the conference starting time until a conference ending mark is received, so as to obtain conference voice data;
and converting the conference voice data into conference summary information by adopting a voice-to-text technology.
3. The method of claim 1, wherein the obtaining meeting summary information comprises:
and acquiring meeting summary information of manual shorthand.
4. The method of claim 2, further comprising, after converting the conference voice data to conference summary information using voice-to-text technology:
receiving meeting record information of manual shorthand;
and merging meeting summary information generated by a voice-to-text technology and meeting summary information of manual shorthand to obtain merged meeting summary information.
5. The method of claim 1, further comprising, after highlighting the plurality of current conclusion point information:
saving meeting summary information; wherein a plurality of current conclusion point information are highlighted in the meeting summary information.
6. The method of claim 1, further comprising, after highlighting the plurality of current conclusion point information:
and sending meeting summary information containing information for highlighting a plurality of current conclusion points to a plurality of bank terminals for display by the bank terminals.
7. A conference summary processing apparatus, comprising:
the acquisition unit is used for acquiring meeting summary information;
the input unit is used for inputting the meeting summary information to the conclusion point extraction model to obtain a plurality of pieces of current conclusion point information output by the conclusion point extraction model;
a highlighting unit for highlighting the plurality of current conclusion point information;
the protruding unit is specifically used for:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
8. A conference summary processing device, comprising:
a memory storing a software program;
a processor for executing the software program in the memory and implementing: acquiring meeting summary information, inputting the meeting summary information to a conclusion point extraction model, acquiring a plurality of pieces of current conclusion point information output by the conclusion point extraction model, and highlighting the plurality of pieces of current conclusion point information;
further comprises:
the processor executing highlighting the plurality of current conclusion point information specifically includes:
the following is performed for each piece of current junction information:
fuzzy matching is carried out on the current conclusion point information and a conclusion point database;
if the matching is unsuccessful, highlighting the current conclusion point information;
if the fuzzy matching of the existing conclusion point information and the current conclusion point information of the conclusion point database is successful, performing an accurate matching operation on the existing conclusion point information and the current conclusion point information, and determining an accurate matching result;
if the accurate matching result is that the existing conclusion point information and the current conclusion point information have the same meaning, not executing highlighting operation on the current conclusion point information;
and if the accurate matching result is that the existing conclusion point information and the current conclusion point information have different meanings, executing highlighting operation on the current conclusion point information.
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