CN114237460A - Label display method, device, terminal, storage medium and computer program product - Google Patents
Label display method, device, terminal, storage medium and computer program product Download PDFInfo
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Abstract
The embodiment of the application provides a label display method, a label display device, a terminal, a storage medium and a computer program product, and relates to the field of content recommendation. The label display method comprises the following steps: displaying a user interface for displaying interactive contents, wherein label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content; and responding to the triggering operation of at least one label control, and updating and displaying the selected times corresponding to the triggered label control. The embodiment of the application is used for solving the technical problems of low-quality contents such as low popular community atmosphere contents and the like, and improves the accuracy of community content pushing.
Description
Technical Field
The present application relates to the field of content recommendation technologies, and in particular, to a tag display method, an apparatus, a terminal, a storage medium, and a computer program product.
Background
At present, the atmosphere of community for treating content is usually managed by adopting a strong regulation system, like the actual law and regulation, some bottom line rules and rule of prohibited behavior are formulated, and when a user touches the rules, the user is punished correspondingly. Specifically, in the network community, a common practice is to touch an illegal statement of an illegal keyword, an illegal picture or manual judgment, delete the statement of the illegal statement, and take punishment measures such as banning the statement, banning and the like for a statement author.
However, the following problems exist in the treatment process of the content community atmosphere: regulations are often set only on the bottom line, and the rules are punished only when words such as abuse, assailment, low-custom and the like appear seriously, and cannot play a role in community atmospheres such as fierce speech, biased view, negative emotion and the like with larger scope. Through data research, the community atmosphere problem to be optimized only accounts for 10% of all the problems in the strong touch rules, and the larger problems are from the above-mentioned atmosphere problem types. In the past, the community atmosphere content is low in popularity, forward guidance cannot be provided for users, and the users are greatly lost. Meanwhile, effective information cannot be provided for the content pushed by the user by the community, and the accuracy of pushing the community content is reduced.
Disclosure of Invention
The embodiment of the application provides a label display method, a label display device, a terminal, a storage medium and a computer program product, which are used for solving the technical problems of low-quality contents such as low popular atmosphere contents of communities and the like and improving the accuracy of community content push.
According to an aspect of an embodiment of the present application, there is provided a tag display method including:
displaying a user interface for displaying interactive contents, wherein label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content;
and responding to the triggering operation of at least one label control, and updating and displaying the selected times corresponding to the triggered label control.
In one possible implementation manner, the feature information includes a semantic feature, and the comment tag is generated based on the feature information of the interactive content, including:
extracting semantic features of the interactive content;
determining a content type corresponding to the semantic features;
determining a comment tag associated with the interactive content according to the content type.
In one possible implementation, the method further includes:
taking the interactive content meeting the preset content evaluation condition as the content to be tested;
performing effect evaluation on the corresponding trigger operation according to the selected times of the label control corresponding to the content to be tested to obtain evaluation parameters, wherein the evaluation parameters comprise accuracy and recall rate;
and performing iterative training on a pre-established content recommendation model according to the evaluation parameters and the content to be tested so as to recommend the content to the user according to the trained content recommendation model.
In a possible implementation manner, the performing effect evaluation on the corresponding trigger operation according to the selected number of times of the label control corresponding to the content to be tested to obtain an evaluation parameter includes:
sorting the selected times of the comment tags corresponding to the content to be tested from large to small, and screening the comment tags ranked at the front a, wherein a is more than or equal to 1 and less than or equal to n, and n is the number of the comment tags;
judging whether the meanings of the content to be detected and the screened comment tags are consistent or not; if so, marking the content to be detected as first interactive content; otherwise, marking as the second interactive content;
and calculating the evaluation parameters of the trigger operation corresponding to the content to be tested according to the first interactive content and the second interactive content.
In one possible implementation, the method further includes:
carrying out value adjustment on the weight of the interactive content according to the selected times corresponding to the label control of the interactive content;
and determining the content recommended to the user based on the weight value of the interactive content.
In a possible implementation manner, the comment tag includes a positive tag that meets a preset positive comment condition and a negative tag that meets a preset negative comment, and the value adjustment of the weight of the interactive content according to the selected number of times corresponding to the tag control of the interactive content includes:
determining the interactive content of which the negative direction label meets a preset negative direction content judgment condition as negative direction content; the negative content judgment condition comprises that the selected times of the negative label are not less than the selected times of the positive label, and/or the selected times of the negative label exceed a preset first threshold;
and reducing the weight value of the negative content.
In a possible implementation manner, the determining content recommended to the user based on the weight value of the interactive content further includes:
determining the interactive content of which the positive label meets a preset positive content judgment condition as the positive content, wherein the positive content judgment condition comprises that the selected times of the positive label is greater than the selected times of the negative label, and/or the selected times of the positive label exceeds a preset second threshold;
organizing the positive content and the negative content into an interactive content example;
and sharing the interactive content example to the user.
According to another aspect of embodiments of the present application, there is provided a label display apparatus including:
the system comprises a label control display module, a label control display module and a display module, wherein the label control display module is used for displaying a user interface used for displaying interactive contents, and label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content;
and the triggering module is used for responding to the triggering operation of at least one label control and updating and displaying the selected times corresponding to the triggered label control.
According to another aspect of the embodiments of the present application, there is provided a terminal, which includes a memory, a processor and a computer program stored in the memory, wherein the processor executes the computer program to implement the steps of the tag display method according to the above embodiments.
According to still another aspect of embodiments of the present application, there is provided a computer-readable storage medium having stored thereon a computer program which, when executed by a processor, implements the steps of the label display method of the above-described embodiments.
According to an aspect of the embodiments of the present application, there is provided a computer program product comprising a computer program, which when executed by a processor implements the steps of the label display method according to the above embodiments.
The technical scheme provided by the embodiment of the application has the following beneficial effects:
the label display method comprises the steps that a user interface used for displaying interactive contents is displayed, label controls corresponding to a plurality of comment labels respectively and the number of times of selection corresponding to each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content, so that the voting result of other users of the community on the comment tag of the interactive content can be visually displayed for the user, an effective basis is provided for the user to judge the objective authenticity of the content, the acquisition efficiency of the user on the content information is improved, the number of times of selection corresponding to the triggered label control is updated and displayed in response to the triggering operation of at least one label control, the technical problem of low-quality content such as low popularity of the community atmosphere content can be effectively solved, the problem of poor community atmosphere is solved, forward guidance is provided for the user, and the loss of the user can be effectively prevented.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings used in the description of the embodiments of the present application will be briefly described below.
FIG. 1 is a block diagram of a computer system according to an embodiment of the present disclosure;
fig. 2 is a schematic flowchart of a tag display method according to an embodiment of the present disclosure;
FIG. 3 is a schematic illustration of a user interface display process provided by an exemplary embodiment of the present application;
FIG. 4 is a schematic illustration of a user interface display process provided by another exemplary embodiment of the present application;
fig. 5 is a schematic structural diagram of a label display apparatus according to an embodiment of the present disclosure;
fig. 6 is a schematic structural diagram of a terminal according to an embodiment of the present application.
Detailed Description
Embodiments of the present application are described below in conjunction with the drawings in the present application. It should be understood that the embodiments set forth below in connection with the drawings are exemplary descriptions for explaining technical solutions of the embodiments of the present application, and do not limit the technical solutions of the embodiments of the present application.
As used herein, the singular forms "a", "an", "the" and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise. It should be further understood that the terms "comprises" and/or "comprising," when used in this specification in connection with embodiments of the present application, specify the presence of stated features, information, data, steps, operations, elements, and/or components, but do not preclude the presence or addition of other features, information, data, steps, operations, elements, components, and/or groups thereof, as embodied in the art. It will be understood that when an element is referred to as being "connected" or "coupled" to another element, it can be directly connected or coupled to the other element or intervening elements may be present. Further, "connected" or "coupled" as used herein may include wirelessly connected or wirelessly coupled. The term "and/or" as used herein indicates at least one of the items defined by the term, e.g., "a and/or B" indicates either an implementation as "a", or an implementation as "B", or an implementation as "a and B".
To make the objects, technical solutions and advantages of the present application more clear, embodiments of the present application will be described in further detail below with reference to the accompanying drawings.
Fig. 1 is a schematic diagram of a computer system architecture according to an embodiment of the present application. The computer system 1 includes a terminal 1000 and a server 2000, wherein the terminal 1000 and the server 2000 are connected through a communication network, and the terminal 1000 and the server 2000 can be directly or indirectly connected through a wired or wireless communication manner, which is not limited in the present application.
The terminal 1000 is an electronic device equipped with an application program for carrying a user interface for displaying interactive contents, where the application program supports publication of interactive contents, reading, forwarding, praise, and the like of the interactive contents, and the interactive contents include multimedia contents such as text, image, video, and voice. Illustratively, the application is a terminal-side application of the multimedia platform. The multimedia platform includes, by way of example, a social application platform, a game application platform, a life service platform, and the like, and the type of the multimedia platform is not limited in the present application. In order to better explain the present application, the following embodiments of the present application are described by taking community posts as an example, but the present application is not limited to this scenario and may be applied to a game platform, a public number, and the like.
For example, the terminal 1000 can be a smart phone, a tablet computer, a notebook computer, a desktop computer, an intelligent wearable device, and the like, which is not limited in this embodiment of the application. Regarding the hardware structure, the terminal 1000 includes a display, a memory, a processor and an input device, but is not limited thereto.
The server 2000 may be an independent physical server, a server cluster or a distributed system formed by a plurality of physical servers, or a cloud server providing basic cloud computing services such as a cloud service, a cloud database, cloud computing, a cloud function, cloud storage, a network service, cloud communication, a middleware service, a domain name service, a security service, a content distribution network, and a big data and artificial intelligence platform. The server 2000 is loaded with a multimedia platform, and the server 2000 provides a background service for an application installed and running in the terminal 1000. Illustratively, when receiving a triggered posting operation on an interactive content comment, the terminal 1000 sends a comment content and a comment posting request to the server 2000, and the server 2000 stores the comment content of the community post based on the comment posting request. And when receiving a triggered viewing operation for interactive content comments, terminal 1000 sends a comment viewing request to server 2000, and server 2000 returns the stored comment content of the interactive content to terminal 1000 based on the comment viewing request, so that terminal 1000 displays the comment content of the interactive content.
Fig. 2 is a schematic flowchart of a tag display method according to an embodiment of the present application. In the embodiment of the present application, a label display method is provided for explaining the terminal 1000 described in fig. 1 as an example, and the method includes steps S201 to S202.
S201, displaying a user interface for displaying interactive contents, wherein label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on feature information of the interactive content.
S202, responding to the triggering operation of at least one label control, and updating and displaying the selected times corresponding to the triggered label control.
It should be noted that an application program is installed and run on the terminal 1000, and the application program supports functions of publishing, viewing, commenting, forwarding, and agreeing on the interactive content. An application program is started on the terminal 1000, and a user interface of the application program is displayed, where the user interface displays interactive content issued by a user, a forwarding control for forwarding the interactive content, a comment control for commenting the interactive content, a forwarding control corresponding to a comment tag, a tag control, a like control for like the interactive content, and the like. In addition, the controls such as the comment control, the label control, the like are also marked with the triggering times of the control.
In this embodiment, each interactive content is correspondingly displayed with a plurality of comment tags and tag controls of the comment tags, so that a user selects the tag control corresponding to the corresponding comment tag according to the interactive content, and the number of times of triggering marked on the tag control is the number of times of selecting the comment tag corresponding to the tag control. For example, when a user clicks on two tab controls, selection of the corresponding comment tab is triggered. Therefore, when one or more label controls are triggered, the terminal 1000 obtains a trigger instruction corresponding to the label control and sends the trigger instruction to the server 2000, and the server 2000 accumulates and updates the trigger times of the label control and returns the trigger times to the terminal 1000, so that the terminal 1000 displays the trigger times marked by the label control. The terminal 1000 receives a trigger operation of inputting a label control on an application program through an input device such as a touch screen or a mouse, where the trigger operation may include at least one of a click operation, a long-time press operation, and a finger joint tapping operation.
Therefore, the label controls of the comment labels are displayed through the user interface, a user can directly trigger one label control to express the comment content represented by the corresponding comment label, and a way which can express different viewpoints and is simple and convenient in form is provided for the user. Meanwhile, the triggered result of the label control is displayed, so that the user can quickly master the view of other community users for the interactive content without looking up the user comments in the comment area, the acquisition efficiency of the user on the information reflected by the interactive content is improved, and the operation mode is simple, convenient and quick. In addition, in the prior art, aiming at community atmosphere management, in the aspect of judging the authenticity of information, managers are difficult to objectively make a judgment, the objective authenticity of the interactive content can be reflected through the triggering result of the community user on the label control of the interactive content, and an effective basis is provided for the user to judge the information of the interactive content.
In some embodiments, the feature information includes semantic features, and the comment tag is generated based on the feature information of the interactive content, including:
extracting semantic features of the interactive content;
determining a content type corresponding to the semantic features;
determining a comment tag associated with the interactive content according to the content type.
It should be noted that example contents of different content types are preset, example comment tags are screened out according to the example contents, online verification is performed on the example comment tags, and words with high information content, accurate use and less ambiguity are reserved and stored as comment tags corresponding to the content types. The set of the comment tags can reflect symptoms and encouragement contents for governing the community atmosphere, can play governing results of countermeasures and resolution, reduces the situations of bad playing, wrong playing and obtrusiveness, and selects words with comprehensible meanings and accurate meanings.
Furthermore, the content type of the interactive content is determined according to the semantic features of the interactive content, and the stored corresponding comment tag is further determined according to the content type. In the present embodiment, the content types of the posts include, but are not limited to, reality disputes, negative energy posts, question posts, informational posts, negative posts with a bias in opinion and/or strong subjective colors, posts related to privacy, and posts with expression patterns that are not consistent with community regulations, are not civilized, or are too intense. For authenticity disputes, the label "true facts" may be chosen to indicate approval of the content of the post, and the label "no evidence" indicates doubt or objection attitude of the content of the post; for negative energy posts, a label 'feeling the same person' can be selected to express care and resonance; aiming at the question label, a label 'simultaneous question' can be selected to indicate that a question is added to the content of the post; for posts with information content, the label 'useful' can be selected to represent appreciation and appreciation of the information expression of the posts, and the label 'useless' can be selected to represent that the information of the posts is positive; aiming at negative posts with bias opinions and/or strong subjective colors, a label of 'bias with errors' can be selected to represent the identification of posts with content types; for posts related to privacy class, the label "related to privacy" may be selected to indicate the identification of posts of content type; for posts whose expression mode does not conform to community tone, is not civilized, or is too violent, the label "utterance excited" may be selected to represent the identification of content type posts, and the comment label of the present application is not limited to the above example, and is not limited thereto. In addition, the semantic features of each interactive content can conform to one or more content types, and the content types and the number of comment tags corresponding to the content types are not limited in the application. Therefore, the comment tags associated with the interactive content are provided for the user through the semantic features of the interactive content, so that the accurate comment tags can be quickly identified and selected, the accuracy of expressing viewpoints by selecting the comment tags by the user is improved, and the information authenticity of the interactive content is accurately and objectively reflected.
For example, fig. 3 is a schematic diagram of a user interface display process provided in an exemplary embodiment of the present application, where the application is a social communication program corresponding to a social application platform, the terminal displays a user interface 31 about the "xx title" in the application, and user information of a user, such as a user avatar, a user ID name, and a user rating, a post posting time (or a time when the post is posted from the current time), a post content, a focus control 311 focusing on the post, and a topic tag 312 of the post (for example, "slot bust club in workplace", "daily day of programmer" in fig. 3) are displayed on the user interface 31.
Optionally, as shown in fig. 3, the user interface also displays a forward control 313, a comment control 314, a like control 315, and an object control 316 of the community posts. The number of trigger operations of the forwarding control 313, the comment control 315, and the approval control 315 is 3, 22, and 9 in sequence. The forwarding control 313 is used to implement operations on the application 31 to forward the post when triggered, such as entering an interface for selecting a forwarding object, so as to send the post content to the selected forwarding object. The comment control 314 is used to implement operations on the application program to comment on the post when triggered, such as popping up an editing interface (e.g., an editing widget) for comment content, so that the user edits and publishes the comment content on the editing interface. The endorsement control 315 is used to enable endorsement of the post on the application when triggered. The objection control 316 is used to display objections to the content of the post on the application when triggered.
Optionally, as shown in fig. 3, the user interface also displays tab controls 317, including "true to reality", "find to be" in the same way "," ask to be "in the same way", "help", "no evidence", "unbalanced", "related to privacy", and "excited speech". Here, the tag control 317 of the community user for "being personally submitted" and "being asked" is triggered, the number of times of triggering is 1, this indicates that the opinion of the community user on the post content is that resonance is generated and the post content is asked, and the comment tag opinion can be regarded as a forward attitude.
Optionally, as shown in fig. 3, the user interface 31 further displays a comment display area of the comment content of the post by other community users, where the comment display area displays user information of the comment user, the comment content, a comment control (the number of triggers of the comment control is also marked on the comment control, and is 6 as shown in fig. 3), a comment posting time, and a reply control 318, and the reply control 318 is configured to implement an operation of replying to the comment content on an application program when triggered, such as popping up an editing interface (e.g., an editing widget) of the reply content, so that the user edits and posts the reply content on the editing interface.
In some embodiments, a label collapse control 3192 for collapsing the label controls that are not triggered, or a label expand control 3191 for expanding all of the label controls, is displayed on the user interface. Illustratively, as shown in fig. 3, a label expansion control 3191 and a triggered label control 317, such as "feel and feel," and "ask and ask" are displayed on the user interface 31, where the label expansion control 3191 is configured to expand and display all label controls 317 and the number of triggers marked by the label control 317 when triggered. Fig. 4 is a schematic diagram of a user interface display process provided in another exemplary embodiment of the present application, and for the interactive content in fig. 4, the comment tags may include "true," feel and accept "," ask "," help "," no evidence "," bias with error "," involve privacy ", and" overstimulation with speech ", and the tag controls of" bias with error "," overstimulation with speech "are triggered by the community user, and the number of triggers is 1, which reflects that the interactive content is not consistent with community tonality, not civilization, or too violent, and that viewpoint bias and/or subjective color are strong, and are negative attitude, and a community atmosphere governance needs to be made for this to provide a positive effective reference for the user. Wherein the user interface 31 displays a label folding control 3192, and the label folding control 3192 is used for folding and displaying the label control 317 which is not triggered when being triggered, such as "conforming to the fact", "feeling to the same person", "asking to the same person", "helping", "without evidence", "involving privacy", and only displaying the triggered label control, such as "having a bias and" having a whim ". Therefore, the present embodiment simplifies the user interface by providing the label folding control 3192 and the label unfolding control 3191, so that the user can quickly identify the triggered label control and the triggering times thereof.
In some embodiments, the at least one piece of commentary content of the same interactive content and the at least one piece of reply content of the same commentary content are displayed in a folded manner on the user interface. Illustratively, as shown in fig. 4, the comment content in the comment display area of the post has 3 reply contents in total, 1 reply content is displayed on the user interface, and the other 2 reply contents are folded. In this way, the control for folding the comment/reply content is displayed with an update according to the number of the folded comment/reply content, as shown in fig. 4 as a "view all 2 replies" control, and when the control is triggered, all the comment/reply content that is folded is unfolded. The comment/reply content can be displayed according to rules such as time sequence, word number sequence and the like, so that the content ordered at the back is displayed in a folded manner, which is not limited in the present application.
In some embodiments, the label control displays emoticons and text associated with the comment label. Exemplarily, as shown in fig. 3, the expression image corresponding to the "in-line fact" of the tag control is a "smiling face", which represents a praise and satisfaction attitude, increases the interest, and enriches the expression form of the tag control.
In some embodiments, the method further comprises:
taking the interactive content meeting the preset content evaluation condition as the content to be tested;
performing effect evaluation on the corresponding trigger operation according to the selected times of the label control corresponding to the content to be tested to obtain evaluation parameters, wherein the evaluation parameters comprise accuracy and recall rate;
and performing iterative training on a pre-established content recommendation model according to the evaluation parameters and the content to be tested so as to recommend the content to the user according to the trained content recommendation model.
In this embodiment, content evaluation conditions (i.e., basis for judging the content to be evaluated) are preset, and evaluation content types corresponding to different content evaluation conditions are determined, so as to evaluate the effect of the trigger operation event of the label control corresponding to the interactive content meeting the content evaluation conditions.
The evaluation content types comprise contents which feel the mass of the community, contents which feel anxious, contents which feel the extreme view of the community, contents which feel the nothing of the community/no information content and have a large negative content, contents which are extruded by positive energy contents, contents which are suspected to be real, and the like. Illustratively, the evaluation content type is the content with the feeling of the grumpness, and the judgment basis (namely the content evaluation condition) can be the evaluation with rough/35881 and the evaluation with word-like/human-body/group-like attacks. The evaluation content type is the content which feels anxious, the judgment basis can be the negative energy of the content, and the content belongs to the negative emotional expression with information content, if the interactive content is' technology 32 years old, 985, only 40k at xx, no option, tired work, not too good body, no support at home, unfortunate family, poor relationship between parents, no care from the small point of view, still face a lot of matters in the home, do not know how to live down, feel hard, and the person has already passed through a little half, wants to find out a small place to live in a hidden house, and falls into a life. The evaluation content type is the content that feels the extreme view of the community, and the judgment basis can be the content negative, the assumption with strong subjective colors and the conclusion expression, for example, the interactive content is that "listen to xx, feel dim and irrelevant, do not know the business and the management layer connection logic of the product and cannot be consistent, do a plurality of responsible persons of the product not know the logic and manage on the whole day play line, and how to bring the product well? What is seen again? Not accompany playing, disappointing to the extreme ". The evaluation content type is a content with a large negative content in which there is no material/no information in the sense of community, and the evaluation may be based on a word-less/no information amount, and the content or expression is negative, e.g., the interactive content is "ideal job, and" ideal job ". The evaluation content type is the content of positive energy content being extruded, and the judgment basis can be positive and positive content, friendly expression, temperature and the like. The evaluation content type is the content which is suspected to be true, and the judgment basis can be negative information which is possible to have unreal information, such as explosive salary, company eight diagrams and the like.
On the basis of the above embodiments, in some embodiments, the performing, according to the selected number of times of the label control corresponding to the content to be tested, the effect evaluation on the corresponding trigger operation to obtain an evaluation parameter includes:
sorting the selected times of the comment tags corresponding to the content to be tested from large to small, and screening the comment tags ranked at the front a, wherein a is more than or equal to 1 and less than or equal to n, and n is the number of the comment tags;
judging whether the meanings of the content to be detected and the screened comment tags are consistent or not; if so, marking the content to be detected as first interactive content; otherwise, marking as the second interactive content;
and calculating the evaluation parameters of the trigger operation corresponding to the content to be tested according to the first interactive content and the second interactive content.
In this embodiment, when the interactive content does not conform to the meaning of the comment tag that is triggered more frequently (e.g., the comment tag that is selected more frequently and ranked second), the interactive content is marked as the second interactive content. Illustratively, if the post content is an objective description expressing any emotion, but a comment tag similar to an overdriven speech is selected, and if the post content does not have a clear meaning with respect to the tag selection result, it is clear that the post content does not coincide with the tag selection result. When the interactive content is consistent with the meaning of the comment tag which is triggered more times, the interactive content is marked as first interactive content. For example, when the post content is directed to an overstimulated or vulgar language, the tag selection result is a negative result, for example, the comment tag selected frequently is "the utterance is intense"; when the content of the language has no object or information content, the label selection result is a negative result; when a certain objectively described spitting groove is formed and the contents of rough speech are not excited, the label selection result is a positive result or a negative result, and the results are consistent in meaning. Therefore, according to the related quantity of the first interactive content and the second interactive content in the content to be tested, the evaluation parameters such as the accuracy rate, the recall rate and the like of the triggering operation corresponding to the content to be tested are calculated and used for indicating whether the comment of the comment tag selection result of the user on the interactive content is accurate or not.
In a specific embodiment, semantic recognition is performed on the content to be detected according to a preset semantic scene, so that the content to be detected conforming to the semantic scene is marked, that is, the content or expression capable of generating positive or negative emotion is marked, and the semantic scene specifically includes the following steps: 1. the content itself is negative information describing a view that is not in line with the public value; 2. the strange qi of yin and yang describes a phenomenon; 3. judging with strong subjective colors; 4. a strong or rough trend; 5. a groove with no information content. Further, judging whether the meaning of the marked content to be detected is consistent with that of the selection result of the comment label, if so, judging that the real meaning is consistent with the expected meaning, and the semantic meaning is in line with the expectation; otherwise, the true meaning is not considered to correspond to the intended meaning. Meanwhile, judging whether the unmarked content to be detected is consistent with the selection result of the comment tag, if so, considering that the real meaning is consistent with the expected meaning; otherwise, the true meaning is not considered to correspond to the intended meaning. Furthermore, according to the judgment result, the accuracy of the trigger operation corresponding to the content to be detected is calculated according to the content to be detected with the actual meaning consistent with the expected meaning and the quantity of all the content to be detected. And calculating the recall rate of the trigger operation corresponding to the content to be detected according to the identified content to be detected with the real meaning consistent with the expected meaning and the quantity of the identified content to be detected.
Therefore, in this embodiment, the effect evaluation parameter of the trigger operation event of the content to be tested is used to perform iterative training on the content recommendation model, so as to reduce the processing of pushing frequency of the interactive content with poor effect evaluation result (the content is considered to be inconsistent with the meaning of the comment tag with more triggered times) or recalling the interactive content. Therefore, the accuracy of expressing the user viewpoint by the comment tag can be effectively improved, the accuracy and the information effectiveness of content recommendation are improved, and the community atmosphere management efficiency is improved.
According to the label display method provided by the embodiment of the application, by displaying the user interface for displaying the interactive content, label controls corresponding to a plurality of comment labels respectively and the number of times of selection corresponding to each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content, so that the voting result of other users of the community on the comment tag of the interactive content can be visually displayed for the user, an effective basis is provided for the user to judge the objective authenticity of the content, the acquisition efficiency of the user on the content information is improved, the number of times of selection corresponding to the triggered label control is updated and displayed in response to the triggering operation of at least one label control, the technical problem of low-quality content such as low popularity of the community atmosphere content can be effectively solved, the problem of poor community atmosphere is solved, forward guidance is provided for the user, and the loss of the user can be effectively prevented.
In some embodiments, the method further comprises:
carrying out value adjustment on the weight of the interactive content according to the selected times corresponding to the label control of the interactive content;
and determining the content recommended to the user based on the weight value of the interactive content.
According to the method and the device, the selection result of the comment tag of the interactive content can be visually displayed for the user according to the triggering times of the user on the tag control, namely the selection times of the comment tag, and an effective basis is provided for the user to judge the objective authenticity of the content. Meanwhile, the selection result of the comment tag can reflect that the post content is positive content or negative content, so that the community atmosphere management efficiency is improved.
In some embodiments, the comment tags include a positive tag that meets a preset positive comment condition and a negative tag that meets a preset negative comment, and the adjusting, according to the selected number of times corresponding to the tag control of the interactive content, the weighting of the interactive content includes:
determining the interactive content of which the negative direction label meets a preset negative direction content judgment condition as negative direction content; the negative content judgment condition comprises that the selected times of the negative label are not less than the selected times of the positive label, and/or the selected times of the negative label exceed a preset first threshold;
and reducing the weight value of the negative content.
In this embodiment, according to the semantics and usage of the comment tags, the positive direction and the negative direction of each comment tag are preset, that is, the comment tags meeting the positive comment condition and the comment tags meeting the negative comment condition are predefined. Illustratively, comment tags "true to fact", "fellow to the same person", "question to the same person", "helpful" are defined as positive tags, and comment tags "no evidence", "bias with mistake", "involve privacy" and "overstimulation of the utterance" are defined as negative tags.
The post content with excessive negative labels is generally regarded as negative energy by the user, so that the negative label is not beneficial to the positive and effective guidance of the platform to the user and the good development of community atmosphere, and therefore the negative label distribution method and the system have the advantages that the negative content is distributed in a falling right mode, the times of pushing the negative content to the user are reduced, the platform provides effective and useful information for the user, the accuracy and the utilization rate of the pushed content are improved, the user experience is improved, and the user loss is effectively prevented.
In some embodiments, the determining content recommended to the user based on the weight value of the interactive content further includes:
determining the interactive content of which the positive label meets a preset positive content judgment condition as the positive content, wherein the positive content judgment condition comprises that the selected times of the positive label is greater than the selected times of the negative label, and/or the selected times of the positive label exceeds a preset second threshold;
organizing the positive content and the negative content into an interactive content example;
and sharing the interactive content example to the user.
Wherein the first threshold and the second threshold are not limited in this application.
Illustratively, the forward content determined by the user's comment tag selection results, such as 2342 posts that the user feels "feel as" and 997 posts that the user feels "helpful"; and negative content determined by the comment tag selection result of the user, such as 98 posts that the user feels "speaking fiercely" and 112 posts that the user feels "opinion biased". The positive content and the negative content are announced and spread, so that the encouraged and the discouraged demonstration can be combed in the community summary, and the education effect of community regulation can be achieved.
Therefore, the content is pushed to the user by adjusting the publishing weights of the positive content and the negative content, so that the condition that low-quality content is pushed in a community is avoided, the quality of recommending the content to the user is guaranteed, the community atmosphere control efficiency is improved, the community content pushing accuracy is improved, the user requirements are better met, and the stickiness of community users is kept.
Referring to fig. 5, a schematic structural diagram of a label display apparatus according to an embodiment of the present application is shown, where the label display apparatus 500 includes:
a label control display module 501, configured to display a user interface for displaying interactive content, where the user interface displays label controls corresponding to multiple comment labels, and a selected number of times corresponding to each label control; the comment tag is generated based on the feature information of the interactive content;
the triggering module 502 is configured to update and display the selected times corresponding to the triggered label control in response to a triggering operation on at least one label control.
In some embodiments, the label control display module 501 comprises:
the feature extraction unit is used for extracting semantic features of the interactive content;
the content type determining unit is used for determining the content type corresponding to the semantic features;
and the comment tag determining unit is used for determining a comment tag associated with the interactive content according to the content type.
In some embodiments, the apparatus further comprises:
the sampling unit is used for taking the interactive content meeting the preset content evaluation condition as the content to be tested;
the effect evaluation unit is used for evaluating the effect of the corresponding trigger operation according to the selected times of the label control corresponding to the content to be tested to obtain evaluation parameters, and the evaluation parameters comprise accuracy and recall rate;
and the first content recommending unit is used for performing iterative training on a pre-established content recommending model according to the evaluation parameters and the content to be tested so as to recommend the content to the user according to the trained content recommending model.
In some embodiments, the effect evaluation unit includes:
the selecting and sorting unit is used for sorting the selected times of the comment tags corresponding to the content to be tested from large to small, screening the comment tags arranged at the front a position, wherein a is more than or equal to 1 and less than or equal to n, and n is the number of the comment tags;
the meaning judging unit is used for judging whether the meanings of the content to be detected and the screened comment tags are consistent or not; if so, marking the content to be detected as first interactive content; otherwise, marking as the second interactive content;
and the evaluation unit is used for calculating an evaluation parameter of the trigger operation corresponding to the content to be tested according to the first interactive content and the second interactive content.
In some embodiments, the apparatus further comprises:
the weight adjusting unit is used for carrying out value adjustment on the weight of the interactive content according to the selected times corresponding to the label control of the interactive content;
and the second content recommending unit is used for determining the content recommended to the user based on the weight value of the interactive content.
In some embodiments, the weight adjusting unit includes:
a negative content determining unit, configured to determine, as a negative content, an interactive content for which the negative label meets a preset negative content determination condition; the negative content judgment condition comprises that the selected times of the negative label are not less than the selected times of the positive label, and/or the selected times of the negative label exceed a preset first threshold;
and the weight reducing unit is used for reducing the weight value of the negative content.
In some embodiments, the second content recommendation unit comprises:
a positive content determining unit, configured to determine, as a positive content, an interactive content for which the positive tag meets a preset positive content determination condition, where the positive content determination condition includes that the selected number of times of the positive tag is greater than the selected number of times of the negative tag, and/or that the selected number of times of the positive tag exceeds a preset second threshold;
an interactive content example organization unit for organizing the positive content and the negative content into interactive content examples;
and the example sharing unit is used for sharing the interactive content example to the user.
The apparatus of the embodiment of the present application may execute the method provided by the embodiment of the present application, and the implementation principle is similar, the actions executed by the modules in the apparatus of the embodiments of the present application correspond to the steps in the method of the embodiments of the present application, and for the detailed functional description of the modules of the apparatus, reference may be specifically made to the description in the corresponding method shown in the foregoing, and details are not repeated here.
The embodiment of the application provides a terminal, which comprises a memory, a processor and a computer program stored on the memory, wherein the processor executes the computer program to realize the steps of the label display method, and compared with the prior art, the method can realize the following steps: the voting result of the comment tags of other users of the community to the interactive content can be visually displayed for the user, an effective basis is provided for the user to judge the objective authenticity of the content, the obtaining efficiency of the user to the content information is improved, the technical problems of low-quality content such as low popular atmosphere content of the community can be effectively solved, the problem of poor community atmosphere is solved, forward guidance is provided for the user, and the user loss can be effectively prevented. .
In an alternative embodiment, a terminal is provided, as shown in fig. 6, terminal 1000 shown in fig. 6 comprising: a processor 1001 and a memory 1003. Where the processor 1001 is coupled to the memory 1003, such as via a bus 1002. Optionally, the terminal 1000 can also include a transceiver 1004, and the transceiver 1004 can be used for data interaction between the terminal and other terminals, such as data transmission and/or data reception. It should be noted that the transceiver 1004 is not limited to one in practical application, and the structure of the terminal 1000 is not limited to the embodiment of the present application.
The Processor 1001 may be a CPU (Central Processing Unit), a general-purpose Processor, a DSP (Digital Signal Processor), an ASIC (Application Specific Integrated Circuit), an FPGA (Field Programmable Gate Array) or other Programmable logic device, a transistor logic device, a hardware component, or any combination thereof. Which may implement or perform the various illustrative logical blocks, modules, and circuits described in connection with the disclosure. The processor 1001 may also be a combination of computing functions, e.g., comprising one or more microprocessors, DSPs and microprocessors, and the like.
The Memory 1003 may be a ROM (Read Only Memory) or other type of static storage device that can store static information and instructions, a RAM (Random Access Memory) or other type of dynamic storage device that can store information and instructions, an EEPROM (Electrically Erasable Programmable Read Only Memory), a CD-ROM (Compact disk Read Only Memory) or other optical disk storage, optical disk storage (including Compact disk, laser disk, optical disk, digital versatile disk, blu-ray disk, etc.), a magnetic disk storage medium, other magnetic storage devices, or any other medium that can be used to carry or store a computer program and that can be Read by a computer, without limitation.
The memory 1003 is used for storing computer programs for executing the embodiments of the present application, and is controlled by the processor 1001. The processor 1001 is configured to execute a computer program stored in the memory 1003 to implement the steps shown in the foregoing method embodiments.
Embodiments of the present application provide a computer-readable storage medium, on which a computer program is stored, and when being executed by a processor, the computer program may implement the steps and corresponding contents of the foregoing method embodiments.
Embodiments of the present application further provide a computer program product, which includes a computer program, and when the computer program is executed by a processor, the steps and corresponding contents of the foregoing method embodiments can be implemented.
It should be understood that, although each operation step is indicated by an arrow in the flowchart of the embodiment of the present application, the implementation order of the steps is not limited to the order indicated by the arrow. In some implementation scenarios of the embodiments of the present application, the implementation steps in the flowcharts may be performed in other sequences as desired, unless explicitly stated otherwise herein. In addition, some or all of the steps in each flowchart may include multiple sub-steps or multiple stages based on an actual implementation scenario. Some or all of these sub-steps or stages may be performed at the same time, or each of these sub-steps or stages may be performed at different times, respectively. In a scenario where execution times are different, an execution sequence of the sub-steps or the phases may be flexibly configured according to requirements, which is not limited in the embodiment of the present application.
The foregoing is only an optional implementation manner of a part of implementation scenarios in this application, and it should be noted that, for those skilled in the art, other similar implementation means based on the technical idea of this application are also within the protection scope of the embodiments of this application without departing from the technical idea of this application.
Claims (11)
1. A label display method, comprising:
displaying a user interface for displaying interactive contents, wherein label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content;
and responding to the triggering operation of at least one label control, and updating and displaying the selected times corresponding to the triggered label control.
2. The tag display method according to claim 1, wherein the feature information includes a semantic feature, and the comment tag is generated based on the feature information of the interactive content, and includes:
extracting semantic features of the interactive content;
determining a content type corresponding to the semantic features;
determining a comment tag associated with the interactive content according to the content type.
3. The label display method according to claim 1, further comprising:
taking the interactive content meeting the preset content evaluation condition as the content to be tested;
performing effect evaluation on the corresponding trigger operation according to the selected times of the label control corresponding to the content to be tested to obtain evaluation parameters, wherein the evaluation parameters comprise accuracy and recall rate;
and performing iterative training on a pre-established content recommendation model according to the evaluation parameters and the content to be tested so as to recommend the content to the user according to the trained content recommendation model.
4. The label display method according to claim 3, wherein the performing effect evaluation on the corresponding trigger operation according to the selected number of times of the label control corresponding to the content to be tested to obtain an evaluation parameter comprises:
sorting the selected times of the comment tags corresponding to the content to be tested from large to small, and screening the comment tags ranked at the front a, wherein a is more than or equal to 1 and less than or equal to n, and n is the number of the comment tags;
judging whether the meanings of the content to be detected and the screened comment tags are consistent or not; if so, marking the content to be detected as first interactive content; otherwise, marking as the second interactive content;
and calculating the evaluation parameters of the trigger operation corresponding to the content to be tested according to the first interactive content and the second interactive content.
5. The label display method according to claim 1, further comprising:
carrying out value adjustment on the weight of the interactive content according to the selected times corresponding to the label control of the interactive content;
and determining the content recommended to the user based on the weight value of the interactive content.
6. The label display method according to claim 5, wherein the comment labels include a positive label meeting a preset positive comment condition and a negative label meeting a preset negative comment, and the value adjustment of the weight of the interactive content according to the selected number of times corresponding to the label control of the interactive content includes:
determining the interactive content of which the negative direction label meets a preset negative direction content judgment condition as negative direction content; the negative content judgment condition comprises that the selected times of the negative label are not less than the selected times of the positive label, and/or the selected times of the negative label exceed a preset first threshold;
and reducing the weight value of the negative content.
7. The method of claim 6, wherein determining the content recommended to the user based on the weight value of the interactive content further comprises:
determining the interactive content of which the positive label meets a preset positive content judgment condition as the positive content, wherein the positive content judgment condition comprises that the selected times of the positive label is greater than the selected times of the negative label, and/or the selected times of the positive label exceeds a preset second threshold;
organizing the positive content and the negative content into an interactive content example;
and sharing the interactive content example to the user.
8. A label display device characterized by comprising:
the system comprises a label control display module, a label control display module and a display module, wherein the label control display module is used for displaying a user interface used for displaying interactive contents, and label controls corresponding to a plurality of comment labels and the corresponding selected times of each label control are displayed on the user interface; the comment tag is generated based on the feature information of the interactive content;
and the triggering module is used for responding to the triggering operation of at least one label control and updating and displaying the selected times corresponding to the triggered label control.
9. A terminal comprising a memory, a processor and a computer program stored on the memory, wherein the processor executes the computer program to perform the steps of the label display method according to any one of claims 1 to 7.
10. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the steps of the label display method according to any one of claims 1 to 7.
11. A computer program product comprising a computer program, characterized in that the computer program realizes the steps of the label display method according to any one of claims 1 to 7 when executed by a processor.
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