CN109472722B - Method and device for obtaining relevant information of approved finding segment of official document to be generated - Google Patents

Method and device for obtaining relevant information of approved finding segment of official document to be generated Download PDF

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CN109472722B
CN109472722B CN201710805487.4A CN201710805487A CN109472722B CN 109472722 B CN109472722 B CN 109472722B CN 201710805487 A CN201710805487 A CN 201710805487A CN 109472722 B CN109472722 B CN 109472722B
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keyword
court trial
document
trial record
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CN109472722A (en
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舒怡
周冰洁
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Beijing Gridsum Technology Co Ltd
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Beijing Gridsum Technology Co Ltd
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Abstract

After a court trial record and at least one official document are obtained, at least one fact keyword corresponding to the examined section of each official document is determined, the operation probability of each fact keyword in the obtained official document is obtained, at least one fact keyword of the court trial record is determined according to the operation probability of the fact keywords, and text information of the examined section of the court trial record to be generated for assisting in obtaining the court trial record is determined and output, wherein the text information corresponds to each fact keyword of the court trial record. Because the output text information corresponds to the fact keywords of the court trial record, the judge can directly refer to the output text information and the case situation of the court trial record to obtain the trial found section of the official document to be generated, thereby improving the generation efficiency of the trial found section of the official document to be generated.

Description

Method and device for obtaining relevant information of approved finding segment of official document to be generated
Technical Field
The invention relates to the technical field of information processing, in particular to a method and a device for acquiring relevant information of trial found sections of a document to be generated.
Background
Along with the construction and the improvement of the law and control society in China, the requirement of China on judicial judgment is higher and higher, and meanwhile, the high requirement on the generation efficiency of the referee documents is provided, so that the referee documents of the basic cases and the referee documents of the typical cases of each type of case can be summarized by a judge in advance, and a universal template of the referee documents to be generated of each type of case is provided.
When other judges process the court trial record of a certain type of case, the general template of the official document to be generated of the case and at least one official document of the case (such as the official document of the basic case and/or the official document of the typical case) can be pushed, and the judge fills the trial finding segment in the pushed general template of the official document to be generated by the judges according to the fact set forth by the trial finding segment in the pushed official document, so as to obtain the currently processed official document of the court trial record of the case of the type.
However, the way of pushing the universal template and the referee document of the referee document to be generated is too general and wide, for example, when one type of case is composed of a plurality of universal templates, the facts stated by trial finding sections in the pushed referee document are different, so that when a judge handles the referee document to be generated written in a court record of a certain type of case, the judge needs to determine available universal templates and referee documents from the pushed universal template and the referee document of the referee document to be generated, and the generation efficiency of the referee document to be generated is reduced.
Disclosure of Invention
In view of the above problems, the present invention has been made to provide a method and apparatus for obtaining information on auditorily found segments of a official document to be generated, which overcomes or at least partially solves the above problems, and is used to improve the efficiency of generating auditorily found segments of a official document to be generated in a court trial. The technical scheme is as follows:
the invention provides a method for obtaining relevant information of approved finding sections of a document to be generated, which comprises the following steps:
acquiring a court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record;
determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document, and the audited section is a section of the official document for actually summarizing the case by a judge;
obtaining the application probability of each fact keyword in the obtained referee document;
determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document;
determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record;
and outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined and found sections of the official documents to be generated of the court trial record.
Preferably, the determining the text information of the examined and found section of the official document to be generated for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record comprises:
for each fact keyword of the court trial record: selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact template is a standard description of fact identification summary preset for the trial finding section, each fact template corresponds to one fact keyword in the preset fact keyword set, and the fact keyword is one fact keyword statistically obtained from the trial finding section of at least one similar referee document, wherein the case is the same as the case of the court trial record;
and/or
For each fact keyword of the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined and found section of the acquired referee document.
Preferably, the determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the obtained official document includes: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record.
Preferably, the obtaining the operation probability of each fact keyword in the obtained official document includes:
for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times.
Preferably, the determining at least one fact keyword corresponding to the audited section of each official document comprises:
for each official document: obtaining feature information of facts stated in the audited finding field of the official document;
determining preset feature information matched with the acquired feature information;
and determining the fact key words corresponding to the matched preset characteristic information as the fact key words corresponding to the audited section of the referee document.
Preferably, the method further comprises: and under the condition that the text information is a fact template, for each fact keyword of the court trial record: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
the outputting of the text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining an audited finding section of the official document to be generated of the court trial record comprises: and outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
The present invention also provides an apparatus for obtaining information related to a trial found section of a official document to be generated, the apparatus comprising:
the acquisition unit is used for acquiring a court trial record and at least one referee document with the same case group as the court trial record and similar content as the court trial record;
a first determination unit, configured to determine at least one fact keyword corresponding to a trial found segment of each official document, where the fact keyword is used to indicate a fact described by the trial found segment of the official document, and the trial found segment is a segment of the official document in which a judge performs a factual conclusion on a case;
an obtaining unit configured to obtain an operation probability of each fact keyword in the obtained referee document;
a second determining unit, configured to determine at least one fact keyword of the court trial record according to an operation probability of each fact keyword in the obtained referee document;
the third determining unit is used for determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record;
and the output unit is used for outputting text information which corresponds to each fact keyword of the court trial record and is used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record.
Preferably, the third determining unit is configured to, for each fact keyword of the court trial record: selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact template is a standard description of fact identification summary preset for the trial finding section, each fact template corresponds to one fact keyword in the preset fact keyword set, and the fact keyword is one fact keyword statistically obtained from the trial finding section of at least one similar referee document, wherein the case is the same as the case of the court trial record;
and/or
The third determining unit is used for determining each fact keyword of the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined and found section of the acquired referee document.
Preferably, the second determining unit is configured to determine the fact keyword with the operation probability satisfying a preset condition as the fact keyword of the court trial record.
Preferably, the obtaining unit is configured to, for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times.
Preferably, the first determination unit is configured to, for each referee document: and acquiring the feature information of the fact stated in the trial found field of the referee document, determining the preset feature information matched with the acquired feature information, and determining the fact keyword corresponding to the matched preset feature information as the fact keyword corresponding to the trial found section of the referee document.
Preferably, the obtaining unit is further configured to, for each fact keyword of the court trial record, in the case that the text information is a fact template: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
and the output unit is further used for outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record according to the output sequence.
The invention also provides a storage medium, wherein the storage medium is stored with a program, and the program realizes the method for obtaining the approved finding segment related information of the official document to be generated when being executed by a processor.
The invention also provides a processor for running a program, wherein the program executes the method for obtaining the relevant information of the approved sections of the official document to be generated when running.
By means of the technical scheme, after the court trial record and at least one referee document with the same case composition as the court trial record and similar content to the court trial record are obtained, at least one fact keyword corresponding to the trial found section of each referee document is determined, the operation probability of each fact keyword in the obtained referee document is obtained, at least one fact keyword of the court trial record is determined according to the operation probability of the fact keyword in the obtained referee document, and text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the trial found section of the to-be-generated referee document of the court trial record is determined and output. Because the output text information corresponds to the fact keywords of the court trial record, a judge can directly refer to the output text information and the case situation of the court trial record to obtain the trial found sections of the court trial record of the referee document to be generated.
The foregoing description is only an overview of the technical solutions of the present invention, and the embodiments of the present invention are described below in order to make the technical means of the present invention more clearly understood and to make the above and other objects, features, and advantages of the present invention more clearly understandable.
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Various other advantages and benefits will become apparent to those of ordinary skill in the art upon reading the following detailed description of the preferred embodiments. The drawings are only for purposes of illustrating the preferred embodiments and are not to be construed as limiting the invention. Also, like reference numerals are used to refer to like parts throughout the drawings. In the drawings:
FIG. 1 illustrates a flowchart of a method for obtaining relevant information of a section found by the audition of a referee's text to be generated, according to an exemplary embodiment of the disclosure;
FIG. 2 illustrates another flowchart of a method for obtaining relevant information of a section found by the audition of a referee's text to be generated according to an exemplary embodiment of the present disclosure;
fig. 3 shows a schematic structural diagram of an apparatus for obtaining relevant information of a section found by the audition of a referee document to be generated according to an exemplary embodiment of the disclosure.
Detailed Description
Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. While exemplary embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art.
Referring to fig. 1, which illustrates a flowchart of a method for obtaining information related to trial found segments of a referee document to be generated according to an exemplary embodiment of the present disclosure, text information related to trial found segments of the referee document to be generated, which correspond to fact keywords of a court trial record and are used for assisting in obtaining the court trial record, can be obtained by implementing the exemplary embodiment of the present disclosure, so as to improve the generation efficiency of the trial found segments of the referee document to be generated, wherein the trial found segments are segments of the referee document for which a judge performs factual summary recognition on court cases, and are generally expressed in terms of: the beginning is ascertained by approval. Specifically, the method for obtaining relevant information of the examined section of the official document to be generated shown in fig. 1 may include the following steps:
101: and acquiring the court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record.
It can be understood that: the court trial record is a court trial record of a certain case of the official document to be generated, in this exemplary embodiment, the court trial record or a court trial record input by a judge can be automatically obtained from a court trial record table, wherein the court trial record table stores the court trial records of at least one type of case, and for each court trial record, the court trial record table can also store related information for assisting in automatically obtaining the court trial record, the related information including but not limited to the storage time of the court trial records and the case importance degree corresponding to the court trial record, and according to the two pieces of information, a court trial record can be automatically obtained from the court trial record table, for example, a court trial with the storage time earlier than that of other court trial records and/or the case importance degree greater than that of other court trial records is obtained, the storage time is used for indicating the time for writing the court trial record into the court trial record table or indicating the time for generating the court trial record, and the case importance degree corresponding to the court trial record can be determined according to the case type, for example, the case importance degree of a typical (i.e., important) case is greater than that of a basic (i.e., simple) case.
When acquiring the official document, firstly, the case of the official document is required to be determined to be the same as the case of the court trial record, namely, the case of the official document and the case of the court trial record correspond to the same type of case, and if the case of the court trial record is the infringement trademark dispute, the acquired official document also relates to the aspect of the infringement trademark dispute. And one possible way to determine a referee document similar to the contents of the court trial transcript is: and obtaining the referee document similar to the content of the court trial record according to the similarity between the content of the court trial record and the content stated by the referee document. In the exemplary embodiment, a referee document similar to the contents recorded in the court trial record can be selected from all or part of referee documents in the same manner as the cases in the court trial record, by using, but not limited to, full-text comparison and important paragraph comparison, and the process is as follows:
the case is matched with each referee document in all or part of referee documents which are the same as the case of the court trial record: comparing the full text of the referee document with the full text of the court trial record to obtain full text similarity, comparing important paragraphs (such as trial found paragraphs) of the referee document with the court trial record to obtain important paragraph similarity, weighting and summing the full text similarity and the important paragraph similarity of the referee document to obtain the similarity of the referee document with the court trial record, and selecting the referee document similar to the court trial record according to the similarity of each referee document with the court trial record, wherein the similarity of the specifically selected referee document and the court trial record is greater than the similarity of the rest referee documents and the court trial record.
In the present exemplary embodiment, all or part of the official documents of the case consisting of the same case as the court trial record may be official documents located in a preset document library, wherein the preset document library is a document library consisting of pre-selected official documents, and the selected official documents include: the referee documents of the typical case and the referee documents of the basic case are selected in such a way that the typical case is a case with typicality published by the highest personnel courts or local high-level courts, and the typical case has reference significance for the similar cases, so that the quality of the referee documents of the typical case is higher than that of the referee documents of the basic case, and the preset document library is formed by combining the referee documents of the typical case and the referee documents of the basic case in the exemplary embodiment. And the preset document library may include a referee document of one type of case or a referee document including a plurality of types of cases, to which the present exemplary embodiment is not limited. Under the condition of the official documents comprising a plurality of types of case slogans, the preset document library stores the official documents in the form of the official documents and the case slogans corresponding to the official documents.
102: and determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document.
In the present exemplary embodiment, one possible way to determine a fact keyword is: for each official document: acquiring the feature information of the fact stated in the examined section of the referee document, determining the preset feature information matched with the acquired feature information, and determining the fact keyword corresponding to the matched preset feature information as the fact keyword corresponding to the examined section of the referee document.
Wherein the characteristic information is used to indicate a situation where the fact keyword sets forth the fact in the audited section, as including but not limited to a textual representation of the set forth fact in the audited section, a location of occurrence of the set forth fact in the audited section, and contextual content of the set forth fact in the audited section. The feature information of the facts stated in the trial found section of each referee document can be automatically recognized through a pre-obtained recognition model, and then the preset feature information matched with the recognized feature information is determined, so that the fact keywords corresponding to the matched preset feature information are determined as the fact keywords corresponding to the trial found section of the referee document. However, the preset feature information and the fact keyword corresponding to the preset feature information may be preset, for example, preset by a human, and the detailed description of the exemplary embodiment is omitted.
The pre-deriving process of the corresponding recognition model may include: acquiring a preset document library which is the same as the record of the court trial, wherein the preset document library comprises: the official documents of the typical cases and the basic cases are the same as the cases in the court trial record; the method includes the steps of taking a first number of referee documents in a preset document library as training samples, and taking a second number of referee documents in the preset document library as testing samples, wherein values of the first number and the second number can be determined according to practical application, and values of the first number and the second number are not limited in the exemplary embodiment.
For each training sample: obtaining feature information of a fact set forth by an audited finding segment of the training sample; finding out the characteristic information of the fact stated by the sections according to the audits of all the training samples to obtain a recognition model; for each test sample: identifying the test sample through an identification model to obtain feature information of a fact stated by an examined finding section of the test sample, comparing the feature information of the fact stated by the examined finding section of the test sample with manually summarized feature information, if the feature information of the fact stated by the examined finding section of the test sample is consistent with the manually summarized feature information, indicating that correct feature information can be obtained through the identification model, performing feature information identification operation by using the identification model, determining the summarized feature information as preset feature information, and further summarizing a fact keyword corresponding to the preset feature information from the fact stated by the examined finding section of the training sample; if the feature information of the fact stated in the examined and found section of the test sample is inconsistent with the feature information summarized manually, the recognition model is incorrect, and prompt information can be output at the moment and used for prompting the user to modify the feature information of the fact stated in the examined and found section of the training sample.
In the present exemplary embodiment, another possible way to determine the fact keyword is: a fact keyword is set in advance for a trial found section of a referee document of different cases, and in the case where a matching word corresponding to a fact described by the set fact keyword appears in the trial found section of the referee document, the fact keyword is associated with the trial found section.
As the fact keyword "infringes the life right": the fact keyword 'infringement of the life right' corresponds to the examined period of the official document, namely, the fact keyword corresponding to the examined period of the official document is determined to be: infringes the life rights.
That is, in the present exemplary embodiment, a fact keyword and a matching word corresponding to the fact keyword are set in advance, each word is extracted in the trial found section of the official document, and if one of the extracted words is the same as a matching word, the fact keyword corresponding to the matching word is determined as the fact keyword corresponding to the trial found section of the official document.
103: and obtaining the operation probability of each fact keyword in the obtained referee document.
Wherein the operation probability is a probability of operating a fact keyword in the acquired official document, such as a probability of corresponding to the fact keyword in an auditorily ascertained segment of the acquired official document. In the present exemplary embodiment, one possible way to obtain the probability of use of each fact keyword in the obtained official document includes: for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times. The number of times of using the fact keyword in the obtained official document can be obtained by, but is not limited to, the following two ways:
one way is as follows: in the process of determining at least one fact keyword corresponding to the trial found section of each referee document, under the condition that a matching word corresponding to the fact stated by the set fact keyword appears in the trial found section of the referee document, a labeling operation is carried out on the matching word to identify the fact keyword corresponding to the matching word in a label form, so that the counted label number of the fact keyword in the referee document is used as the application times of the fact keyword in the acquired referee document.
In another mode: for any referee document, under the condition that a matching word corresponding to a fact stated by a set fact keyword appears in a trial found section of the referee document, recording the fact keyword corresponding to the matching word in the referee document, and for the same fact keyword, adding 1 to the corresponding times of the fact keyword every time the matching is performed (the initial value of the corresponding times is 0), namely counting the corresponding times of each fact keyword corresponding to the trial found section of each referee document in a mode of the referee document, the fact keyword and the corresponding times, so that after the corresponding times of each fact keyword in each referee document are counted, for each fact keyword: and acquiring the corresponding times of the fact key words in the acquired referee document, and summing the corresponding times of the fact key words in the acquired referee document to obtain the corresponding total times of the fact key words, wherein the corresponding total times of the fact key words are the application times of the fact key words in the acquired referee document.
When the operation probability and the operation times are counted, the obtained referee document may be a certain number of referee documents, for example, one of all referee documents which are obtained and have the same content as the court trial record, a first preset number of referee documents, and a predetermined ratio of referee documents, where the first preset number and the predetermined ratio may be determined according to the actual application, and the specific value is not limited in the present exemplary embodiment.
104: and determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document.
In the present exemplary embodiment, determining a feasible way of reviewing at least one fact keyword of the bibliography includes: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record. The fact keyword with the operation probability meeting the preset condition can be determined as the fact keyword of the court trial record because:
the fact keyword appearing in the trial found section of the referee document is used to indicate the fact stated in the trial found section of the referee document, and the fact stated in the court trial record of the same type of case is similar to the fact stated in the referee document, so that the fact keyword satisfying the predetermined condition with the probability of use can be determined as the fact keyword of the court trial record.
The fact keywords that satisfy the predetermined condition with the probability may be, but are not limited to, the following fact keywords: such as fact keywords having an operating probability greater than that of other fact keywords; or sorting the fact keywords in a preset number according to the sequence of the application probability of the fact keywords from large to small; or, the fact keywords having the probability greater than the preset threshold are used, the preset number and the preset threshold may be determined according to practical applications, and the specific values are not limited in the present exemplary embodiment.
When the fact keywords with the application probabilities meeting the preset conditions are determined as the fact keywords of the court trial record, a second preset number of fact keywords can be selected from the fact keywords with the application probabilities meeting the preset conditions, and the selected fact keywords are determined as the fact keywords of the court trial record, wherein the second preset number can be determined according to practical applications, and values of the second preset number are not limited in the exemplary embodiment.
105: and determining text information of an audited finding section of the official document to be generated for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record.
In the present exemplary embodiment, one possible way to determine the text information is: for each fact keyword in the court trial record: and selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact keyword can indicate the fact stated by the court trial record, and therefore the selected fact template can be directly used by a judge to generate the official document of the court trial record. Wherein the fact templates are standard descriptions of fact recognition summaries preset for the audited finding segments of the official document, and each fact template corresponds to a fact keyword in a preset fact keyword set.
For the trademark right infringement dispute, the fact keywords corresponding to the referee document infringed on the trademark right dispute type are as follows: for these fact keywords, a fact template can be constructed for them in a preset set of fact templates, respectively, to specify a standard description of the fact set forth by the fact keyword in an examined section.
If the fact key words are the fact templates of the original report management situation: days, XXX, registered capital, business range: … … are provided. Fact keywords-fact templates for application registration cases are: year, month, national trade and administration bureau of government and government administration and trademark approved for registration of registered trademark No. … … "… …". The registrant XXX, … … for specifying the use range class X, etc., registers validity period from date to date, and the present exemplary embodiment does not describe any more for the fact templates of other fact keywords, and the fact templates of the original business case and the application registration case may also use other standard descriptions, depending on the specification of the official document for the examined sections.
In the present exemplary embodiment, another possible way to determine the text information is: for each fact keyword in the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined section of the obtained referee document, wherein the obtained referee document is similar to the contents recorded by the court trial record and is identical to the cases recorded by the court trial record, so that the judge can generate the referee document of the court trial record by referring to the extracted original text expression, and the operation of determining available universal templates and referee documents from the pushed universal templates and referee documents of the referee document to be generated by the judge is omitted.
In the present exemplary embodiment, yet another possible way to determine text information is: for each fact keyword in the court trial record: and selecting a fact template corresponding to the fact keyword from a preset fact template set, and extracting an original text expression corresponding to the fact keyword from the examined and found section of the obtained referee document, so that a judge can refer to the fact keyword of the court trial record to obtain the original text expression of the fact in the examined and found section of the obtained referee document when supplementing the fact template.
106: and outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record. For example, text information corresponding to the fact keywords of the court trial record for assisting in obtaining the audited and found sections of the official document to be produced of the court trial record is displayed.
According to the technical scheme, after the court trial record and at least one referee document with the same case composition as the court trial record and similar contents to the court trial record are obtained, at least one fact keyword corresponding to the examined trial section of each referee document is determined, the operation probability of each fact keyword in the obtained referee document is obtained, at least one fact keyword of the court trial record is determined according to the operation probability of the fact keyword in the obtained referee document, and text information of the examined trial section of the to-be-generated referee document for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record is determined and output. Because the output text information corresponds to the fact keywords of the court trial record, a judge can directly refer to the output text information and the case situation of the court trial record to obtain the trial found sections of the court trial record of the referee document to be generated.
Referring to fig. 2, another flowchart illustrating a method for obtaining information related to a verified segment of a document to be generated by an auditor of an official document according to an exemplary embodiment of the present disclosure is shown, which illustrates how a fact template is output in a case where text information is the fact template, and may include the following steps:
201: and acquiring the court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record.
202: and determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document.
203: and obtaining the operation probability of each fact keyword in the obtained referee document.
204: and determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document.
205: and determining text information of an audited finding section of the official document to be generated for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record.
In the present exemplary embodiment, the above-described steps 201 to 205: please refer to the detailed description of steps 101 to 105 in the embodiment shown in fig. 1, which will not be described in detail herein.
206: under the condition that the text information is a fact template, for each fact keyword of the court trial record: and acquiring the output sequence of the fact template corresponding to the fact keyword and used for assisting in obtaining the examined and found section of the court trial record of the official document to be generated.
207: and outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
For example, the output order may be set to 1, 2 … …, a, and a fact template with the output order being the first is output before other fact templates, for example, a fact template with the output order being 1 is output before a fact template with the output order being 2 to a, a is the push level of the last set level, and a takes a natural number greater than 1. And after each fact template is output according to the output sequence, the judge supplements each fact template to obtain the examined and found section of the official document to be generated.
According to the technical scheme, after the fact templates corresponding to the fact keywords of the court trial record and used for assisting in obtaining the trial found sections of the official documents to be generated of the court trial record are determined, the fact templates can be output according to the output sequence, and therefore after the fact templates are output according to the output sequence, the judge can obtain the trial found sections of the official documents to be generated by supplementing the fact templates, and the generation efficiency of the trial found sections of the official documents to be generated is improved.
Corresponding to the exemplary embodiment of the method, the exemplary embodiment of the present disclosure further provides a device for obtaining information related to a trial found section of the official document to be generated, which is used for obtaining text information related to the trial found section of the official document to be generated corresponding to the fact keyword of the court trial record for assisting in obtaining the court trial record, so as to improve the generation efficiency of the trial found section of the official document to be generated, wherein the trial found section is a section of the official document for performing the fact-finding summary on the case. In the present exemplary embodiment, an alternative structure of the apparatus for obtaining information related to approved sections of the official document to be generated is shown in fig. 3, and may include: an acquisition unit 11, a first determination unit 12, an acquisition unit 13, a second determination unit 14, a third determination unit 15, and an output unit 16.
The obtaining unit 11 is used for obtaining the court trial record and at least one referee document with the same court trial record and similar contents.
That is, the obtained official document needs to satisfy two requirements: one point is that the case group is the same as the case group of the court trial record, namely the case group and the case group correspond to the same type of case group, if the case group type of the court trial record is infringement trademark dispute, the obtained referee document also relates to the aspect of the infringement trademark dispute, and the other point is that the contents are similar, namely the contents stated by the referee document are similar to the contents recorded by the court trial record. As for the manner in which the acquisition unit 11 acquires the court trial bibliography and the referee document, reference may be made to the relevant description in the exemplary embodiment of the method, and details of this exemplary embodiment will not be given.
A first determining unit 12 for determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document.
In the present exemplary embodiment, one possible way in which the first determination unit 12 determines the fact keyword is: for each official document: and acquiring the feature information of the fact stated in the trial found field of the referee document, determining the preset feature information matched with the acquired feature information, and determining the fact keyword corresponding to the matched preset feature information as the fact keyword corresponding to the trial found section of the referee document.
Wherein the characteristic information is used to indicate a situation where the fact keyword sets forth the fact in the audited section, as including but not limited to a textual representation of the set forth fact in the audited section, a location of occurrence of the set forth fact in the audited section, and contextual content of the set forth fact in the audited section. The feature information of the facts stated in the trial found section of each referee document can be automatically recognized through a pre-obtained recognition model, and then the preset feature information matched with the recognized feature information is determined, so that the fact keywords corresponding to the matched preset feature information are determined as the fact keywords corresponding to the trial found section of the referee document. However, the preset feature information and the fact keyword corresponding to the preset feature information may be preset, for example, preset by a human, and the detailed description of the exemplary embodiment is omitted. For the obtaining process of the identification model, reference is made to the relevant description in the exemplary embodiment of the method, and the present exemplary embodiment is not described in detail.
In the present exemplary embodiment, another possible way for the first determination unit 12 to determine the fact keyword is: in the case where a matching word corresponding to a fact described by the set fact keyword appears in the examined section of the official document, the fact keyword is associated with the examined section, and the detailed description of the exemplary embodiment is omitted.
An obtaining unit 13, configured to obtain an operation probability of each fact keyword in the obtained referee document. Wherein the operation probability is a probability of operating a fact keyword in the acquired official document, such as a probability of corresponding to the fact keyword in an auditorily ascertained segment of the acquired official document. In the present exemplary embodiment, one possible way for the obtaining unit 13 to obtain the probability of use of each fact keyword in the obtained official document includes: for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times. The number of times of use of the fact keyword in the acquired official document may be by, but not limited to, the statistical number or the corresponding total number described in the exemplary embodiment of the method.
When the operation probability and the operation times are counted, the obtained referee document may be a certain number of referee documents, such as all obtained referee documents, a first preset number of referee documents, or one of the referee documents with a preset ratio, where the first preset number and the preset ratio may be determined according to the actual application, and the specific value is not limited in the present exemplary embodiment.
And the second determining unit 14 is used for determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document.
In the present exemplary embodiment, the feasible manner in which the second determination unit 14 determines at least one fact keyword of the court trial record includes: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record. The fact keyword with the operation probability meeting the preset condition can be determined as the fact keyword of the court trial record because:
the fact keyword appearing in the trial found section of the referee document is used to indicate the fact stated in the trial found section of the referee document, and the fact stated in the court trial record of the same type of case is similar to the fact stated in the referee document, so that the fact keyword satisfying the predetermined condition with the probability of use can be determined as the fact keyword of the court trial record.
The fact keywords that satisfy the predetermined condition with the probability may be, but are not limited to, the following fact keywords: such as fact keywords having an operating probability greater than that of other fact keywords; or sorting the fact keywords in a preset number according to the sequence of the application probability of the fact keywords from large to small; or, the fact keywords having the probability greater than the preset threshold are used, the preset number and the preset threshold may be determined according to practical applications, and the specific values are not limited in the present exemplary embodiment.
When the fact keywords with the application probabilities meeting the preset conditions are determined as the fact keywords of the court trial record, a second preset number of fact keywords can be selected from the fact keywords with the application probabilities meeting the preset conditions, and the selected fact keywords are determined as the fact keywords of the court trial record, wherein the second preset number can be determined according to practical applications, and values of the second preset number are not limited in the exemplary embodiment.
And a third determining unit 15 for determining text information of the examined sections of the official document to be generated for assisting in obtaining the court trial record corresponding to each of the fact keywords of the court trial record. In the present exemplary embodiment, the text information determined by the third determining unit 15 includes: and (3) a fact template corresponding to the fact keyword and/or a text expression corresponding to the fact keyword in the examined and found section of the acquired official document.
And the output unit 16 is used for outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record. For example, text information corresponding to the fact keywords of the court trial record for assisting in obtaining the audited and found sections of the official document to be produced of the court trial record is displayed.
According to the technical scheme, after the court trial record and at least one referee document with the same case composition as the court trial record and similar contents to the court trial record are obtained, at least one fact keyword corresponding to the examined trial section of each referee document is determined, the operation probability of each fact keyword in the obtained referee document is obtained, at least one fact keyword of the court trial record is determined according to the operation probability of the fact keyword in the obtained referee document, and text information of the examined trial section of the to-be-generated referee document for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record is determined and output. Because the output text information corresponds to the fact keywords of the court trial record, a judge can directly refer to the output text information and the case situation of the court trial record to obtain the trial found sections of the court trial record of the referee document to be generated.
Further, in the present exemplary embodiment, the acquisition unit 11 is further configured to, for each fact keyword of the court trial entry, in a case where the text information is a fact template: and acquiring the output sequence of the fact template corresponding to the fact keyword and used for assisting in obtaining the examined and found section of the court trial record of the official document to be generated.
And the corresponding output unit 16 is further used for outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
For example, the output order may be set to 1, 2 … …, a, and a fact template with the output order being the first is output before other fact templates, for example, a fact template with the output order being 1 is output before a fact template with the output order being 2 to a, a is the push level of the last set level, and a takes a natural number greater than 1. And after each fact template is output according to the output sequence, the judge supplements each fact template to obtain the examined and found section of the official document to be generated.
The device for obtaining the approved finding segment of the official document to be generated comprises a processor and a memory, wherein the acquisition unit 11, the first determination unit 12, the acquisition unit 13, the second determination unit 14, the third determination unit 15, the output unit 16 and the like are stored in the memory as program units, and the processor executes the program units stored in the memory to realize corresponding functions.
The processor comprises a kernel, and the kernel calls the corresponding program unit from the memory. The kernel can be set to be one or more than one, and text information corresponding to the fact keywords of the court trial record and used for assisting in obtaining the trial found section of the official document to be generated of the court trial record is obtained by adjusting the kernel parameters, so that the generation efficiency of the trial found section of the official document to be generated is improved.
The memory may include volatile memory in a computer readable medium, Random Access Memory (RAM) and/or nonvolatile memory such as Read Only Memory (ROM) or flash memory (flash RAM), and the memory includes at least one memory chip.
An exemplary embodiment of the present disclosure provides a storage medium having stored thereon a program that, when executed by a processor, implements the method of obtaining approved finding segment-related information of a referee document to be generated.
An exemplary embodiment of the present disclosure provides a processor for executing a program, where the program executes the method for obtaining section-related information approved by a referee document to be generated.
An exemplary embodiment of the present disclosure provides a device, which may be a server, a PC, a PAD, a mobile phone, etc., wherein the device includes a processor, a memory, and a program stored on the memory and executable on the processor, and the processor implements the following steps when executing the program:
acquiring a court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record;
determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document, and the audited section is a section of the official document for actually summarizing the case by a judge;
obtaining the application probability of each fact keyword in the obtained referee document;
determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document;
determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record;
and outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined and found sections of the official documents to be generated of the court trial record.
Preferably, the determining the text information of the examined and found section of the official document to be generated for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record comprises:
for each fact keyword of the court trial record: selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact template is a standard description of fact identification summary preset for the trial finding section, each fact template corresponds to one fact keyword in the preset fact keyword set, and the fact keyword is one fact keyword statistically obtained from the trial finding section of at least one similar referee document, wherein the case is the same as the case of the court trial record;
and/or
For each fact keyword of the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined and found section of the acquired referee document.
Preferably, the determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the obtained official document includes: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record.
Preferably, the obtaining the operation probability of each fact keyword in the obtained official document includes:
for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times.
Preferably, the determining at least one fact keyword corresponding to the audited section of each official document comprises:
for each official document: obtaining feature information of facts stated in the audited finding field of the official document;
determining preset feature information matched with the acquired feature information;
and determining the fact key words corresponding to the matched preset characteristic information as the fact key words corresponding to the audited section of the referee document.
Preferably, the processor executes the program to further implement the following steps: and under the condition that the text information is a fact template, for each fact keyword of the court trial record: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
the outputting of the text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining an audited finding section of the official document to be generated of the court trial record comprises: and outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
Exemplary embodiments of the present disclosure also provide a computer program product adapted to perform a program for initializing the following method steps when executed on a data processing device:
acquiring a court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record;
determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document, and the audited section is a section of the official document for actually summarizing the case by a judge;
obtaining the application probability of each fact keyword in the obtained referee document;
determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document;
determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record;
and outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined and found sections of the official documents to be generated of the court trial record.
Preferably, the determining the text information of the examined and found section of the official document to be generated for assisting in obtaining the court trial record corresponding to each fact keyword of the court trial record comprises:
for each fact keyword of the court trial record: selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact template is a standard description of fact identification summary preset for the trial finding section, each fact template corresponds to one fact keyword in the preset fact keyword set, and the fact keyword is one fact keyword statistically obtained from the trial finding section of at least one similar referee document, wherein the case is the same as the case of the court trial record;
and/or
For each fact keyword of the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined and found section of the acquired referee document.
Preferably, the determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the obtained official document includes: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record.
Preferably, the obtaining the operation probability of each fact keyword in the obtained official document includes:
for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times.
Preferably, the determining at least one fact keyword corresponding to the audited section of each official document comprises:
for each official document: obtaining feature information of facts stated in the audited finding field of the official document;
determining preset feature information matched with the acquired feature information;
and determining the fact key words corresponding to the matched preset characteristic information as the fact key words corresponding to the audited section of the referee document.
Preferably, the program, when executed on a data processing device, is adapted to perform the initialization further comprising the method steps of: and under the condition that the text information is a fact template, for each fact keyword of the court trial record: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
the outputting of the text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining an audited finding section of the official document to be generated of the court trial record comprises: and outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the application. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
In a typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
The memory may include forms of volatile memory in a computer readable medium, Random Access Memory (RAM) and/or non-volatile memory, such as Read Only Memory (ROM) or flash memory (flash RAM). The memory is an example of a computer-readable medium.
Computer-readable media, including both non-transitory and non-transitory, removable and non-removable media, may implement information storage by any method or technology. The information may be computer readable instructions, data structures, modules of a program, or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), Static Random Access Memory (SRAM), Dynamic Random Access Memory (DRAM), other types of Random Access Memory (RAM), Read Only Memory (ROM), Electrically Erasable Programmable Read Only Memory (EEPROM), flash memory or other memory technology, compact disc read only memory (CD-ROM), Digital Versatile Discs (DVD) or other optical storage, magnetic cassettes, magnetic tape magnetic disk storage or other magnetic storage devices, or any other non-transmission medium that can be used to store information that can be accessed by a computing device. As defined herein, a computer readable medium does not include a transitory computer readable medium such as a modulated data signal and a carrier wave.
It should also be noted that the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other identical elements in the process, method, article, or apparatus that comprises the element.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The above are merely examples of the present application and are not intended to limit the present application. Various modifications and changes may occur to those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present application should be included in the scope of the claims of the present application.

Claims (10)

1. A method for obtaining information related to approved sections of a document to be generated, the method comprising:
acquiring a court trial record and at least one referee document with the same title as the court trial record and similar content to the court trial record;
determining at least one fact keyword corresponding to the audited section of each official document, wherein the fact keyword is used for indicating the fact stated by the audited section of the official document, and the audited section is a section of the official document for actually summarizing the case by a judge;
obtaining the application probability of each fact keyword in the obtained referee document;
determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the acquired official document;
determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record;
and outputting text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined and found sections of the official documents to be generated of the court trial record.
2. The method of claim 1, wherein determining textual information corresponding to each fact keyword of a court trial transcript for assisting in obtaining a trial found segment of a official document to be generated of the court trial transcript comprises:
for each fact keyword of the court trial record: selecting a fact template corresponding to the fact keyword from a preset fact template set, wherein the fact template is a standard description of fact identification summary preset for the trial finding section, each fact template corresponds to one fact keyword in the preset fact keyword set, and the fact keyword is one fact keyword statistically obtained from the trial finding section of at least one similar referee document, wherein the case is the same as the case of the court trial record;
and/or
For each fact keyword of the court trial record: and extracting the original text expression corresponding to the fact keyword from the examined and found section of the acquired referee document.
3. The method of claim 1 or 2, wherein the determining at least one fact keyword of the court trial record according to the operation probability of each fact keyword in the obtained official document comprises: and determining the fact keywords of which the operation probabilities meet the preset conditions as the fact keywords of the court trial record.
4. The method according to claim 1 or 2, wherein the obtaining of the operation probability of each fact keyword in the obtained official document comprises:
for each fact keyword: and counting the application times of the fact keyword in the acquired referee document, and acquiring the application probability of the fact keyword in the acquired referee document according to the counted application times.
5. The method of claim 4, wherein said determining at least one fact keyword corresponding to a censored segment of each official document comprises:
for each official document: obtaining feature information of facts stated in the audited finding field of the official document;
determining preset feature information matched with the acquired feature information;
and determining the fact key words corresponding to the matched preset characteristic information as the fact key words corresponding to the audited section of the referee document.
6. The method of claim 1, further comprising: and under the condition that the text information is a fact template, for each fact keyword of the court trial record: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
the outputting of the text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining an audited finding section of the official document to be generated of the court trial record comprises: and outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record according to the output sequence.
7. An apparatus for obtaining information on approved sections of a official document to be generated, the apparatus comprising:
the acquisition unit is used for acquiring a court trial record and at least one referee document with the same case group as the court trial record and similar content as the court trial record;
a first determination unit, configured to determine at least one fact keyword corresponding to a trial found segment of each official document, where the fact keyword is used to indicate a fact described by the trial found segment of the official document, and the trial found segment is a segment of the official document in which a judge performs a factual conclusion on a case;
an obtaining unit configured to obtain an operation probability of each fact keyword in the obtained referee document;
a second determining unit, configured to determine at least one fact keyword of the court trial record according to an operation probability of each fact keyword in the obtained referee document;
the third determining unit is used for determining text information corresponding to each fact keyword of the court trial record and used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record;
and the output unit is used for outputting text information which corresponds to each fact keyword of the court trial record and is used for assisting in obtaining the examined sections of the official documents to be generated of the court trial record.
8. The apparatus according to claim 7, wherein the obtaining unit is further configured to, for each fact keyword of the court trial entry, if the text information is a fact template: acquiring an output sequence of a fact template corresponding to the fact keyword and used for assisting in obtaining a checked section of the court trial record to be generated of the referee document;
and the output unit is further used for outputting a fact template corresponding to each fact keyword of the court trial record and used for assisting in obtaining a trial found section of the official document to be generated of the court trial record according to the output sequence.
9. A storage medium, characterized in that the storage medium has stored thereon a program which, when being executed by a processor, implements the method of obtaining medically ascertained section-related information of a official document to be generated according to any one of claims 1 to 6.
10. A processor, characterized in that the processor is configured to run a program, wherein the program is configured to execute the method of obtaining information related to sections auditorily found out of a document to be generated according to any of claims 1 to 6.
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