Patent Publication Number: US-2021166695-A1

Title: Method, apparatus, and computer program product for searchable real-time transcribed audio and visual content within a group-based communication system

Description:
CROSS-REFERENCE TO RELATED APPLICATIONS 
     This application is a continuation of U.S. application Ser. No. 16/101,130, filed on Aug. 10, 2018, which claims priority to and the benefit of U.S. Provisional Patent Application Ser. No. 62/544,204, entitled “METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR SEARCHABLE REAL-TIME TRANSCRIBED AUDIO AND VISUAL CONTENT WITHIN A GROUP-BASED COMMUNICATION SYSTEM,” and filed on Aug. 11, 2017, the entire contents of which are hereby incorporated by reference. 
    
    
     BACKGROUND 
     An enterprise or organization may provide for collaboration among client devices, including via messaging, audio calls, and video conference calls. Applicant has identified a number of deficiencies and problems associated with accessing content presented in audio and video conferences calls, especially in the context of a group-based communication system. Through applied effort, ingenuity, and innovation, many of these identified problems have been solved by developing solutions that are included in embodiments of the present disclosure, many examples of which are described in detail herein. 
     BRIEF SUMMARY 
     This specification relates to methods, systems, apparatuses, and computer program products for generating a searchable transcript of a group-based audio feed within a group-based communication system. In one embodiment, an apparatus is configured to receive a group-based audio feed comprised of a plurality of sub-feeds, each sub-feed received from a respective client device, and each sub-feed comprising a plurality of sequential audio snippets; for each sub-feed received from a client device, for each sequential audio snippet, using a speech recognition engine, convert the sequential audio snippet to a final assembled text string; assign a connection sequence number to the final assembled text string; assign a group-based communication channel identifier, a user identifier, and a group-based audio feed identifier to the final assembled text string, wherein the user identifier is associated with the group-based communication channel identifier; transmit to each of the respective client devices, a group-based communication channel interface comprising the final assembled text strings arranged according to their respective connection sequence number into a searchable transcript; and store the searchable transcript in a group-based communication repository, wherein the searchable transcript is indexed for searching within the group-based communication system. 
     The apparatus is optionally additionally configured to transmit to each of the respective client devices a group-based communication channel interface comprising the temporary assembled text strings in a temporary format; and upon assembly of the final assembled text strings, transmit to each of the respective client devices a group-based communication channel interface comprising the final assembled text strings in a final format. 
     The apparatus is optionally additionally configured to for each final assembled text string, parse the final assembled text string to identify an informality; and remove the informality from the final assembled text string. 
     The apparatus is optionally additionally configured to determine, using voice recognition, the user identifier associated with the sub-feed. 
     The apparatus is optionally additionally configured to determine, based on a client device associated with the sub-feed, the user identifier associated with the sub-feed. 
     The apparatus is optionally additionally configured to receive a video signal associated with the group-based audio feed; and determine, using facial recognition, the user identifier associated with the sub-feed. 
     The apparatus is optionally additionally configured to receive an audio signal and a video signal associated with the group-based audio feed; and determine, using voice recognition and facial recognition, the user associated with the sub-feed and the video signal. 
     The apparatus is optionally additionally configured to identify the informality by comparing the parsed final assembled text string to a spoken informality store. In some embodiments, the spoken informality store is generated based on a machine learning model. 
     The apparatus is optionally additionally configured to determine, using the speech recognition engine, that the sequential audio snippet does not include speech. 
     The apparatus is optionally configured to detect a spoken name within the group-based audio feed, the spoken name associated with a notification request, and transmit a notification to a client device associated with a user identifier in the notification request that the spoken name detection occurred. 
     The apparatus is optionally configured to receive a search query from a client device. The apparatus is optionally configured to retrieve from the group-based communication repository, search results comprising a plurality of searchable transcripts based on parameters extracted from the search query. The apparatus is optionally configured to return the search results to the client device. 
     The apparatus is optionally configured to detect a topic with the group-based audio feed, the topic associated with a notification request, and transmit a notification to a client device associated with a user identifier in the notification request that the topic detection occurred. 
     Other embodiments include corresponding systems, methods, and computer programs, configured to perform the operations of the apparatus, encoded on computer storage devices. 
     The details of one or more embodiments of the subject matter described in this specification are set forth in the accompanying drawings and the description below. Other features, aspects, and advantages of the subject matter will become apparent from the description, the drawings, and the claims. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
       Having thus described the disclosure in general terms, reference will now be made to the accompanying drawings, which are not necessarily drawn to scale, and wherein: 
         FIG. 1  is a system architecture diagram of an exemplary group-based communication system configured to practice embodiments of the present disclosure; 
         FIG. 2  is an exemplary schematic diagram of a computing entity according to one embodiment of the present disclosure; 
         FIGS. 3A and 3B  illustrate an exemplary searchable transcript generation process according to one embodiment of the present disclosure; 
         FIGS. 3C and 3D  illustrate an exemplary searchable transcript generation method according to one embodiment of the present disclosure; 
         FIG. 4A  illustrates an exemplary group-based audio feed according to one embodiment of the present disclosure; 
         FIG. 4B  illustrates an exemplary group-based audio feed according to one embodiment of the present disclosure; 
         FIG. 5  illustrates exemplary assigning of sequence numbers according to one embodiment of the present disclosure; 
         FIG. 6  illustrates an exemplary group-based audio feed in an exemplary group-based audio interface according to one embodiment of the present disclosure; 
         FIG. 7  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure; 
         FIG. 8  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure; 
         FIG. 9  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure; 
         FIG. 10  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure; 
         FIG. 11  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure; and 
         FIG. 12  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. 
     
    
    
     DETAILED DESCRIPTION OF VARIOUS EMBODIMENTS 
     Various embodiments of the present disclosure now will be described more fully hereinafter with reference to the accompanying drawings, in which some, but not all embodiments of the disclosure are shown. Indeed, the disclosure may be embodied in many different forms and should not be construed as limited to the embodiments set forth herein; rather, these embodiments are provided so that this disclosure will satisfy applicable legal requirements. The term “or” is used herein in both the alternative and conjunctive sense, unless otherwise indicated. The terms “illustrative” and “exemplary” are used to be examples with no indication of quality level. Like numbers refer to like elements throughout. 
     Overview 
     Various embodiments of the disclosure generally relate to generating a searchable transcript of a group-based audio feed within a group-based communication system. 
     Members of a group-based communication system routinely use group-based audio and/or video connections, rather than in-person meetings, to collaborate. Real-time transcription of group-based audio and/or video connections while the group-based audio and/or video connections while the connection is occurring and making the transcription available via display in real-time (i.e., while the call is taking place) and computer network would prove useful yet is time consuming, resource intensive, expensive and error prone. Further, indexing the transcript for later search ability within the group-based communication system enables members to refer to content within the transcript at a later time, yet is also time consuming, resource intensive, expensive and error prone. Transcripts from group-based audio and/or video connections are typically not easily accessible due to the design of the group-based audio and/or video connections (e.g., a customer must go to the BlueJeans® website to locate the transcript). Further, transcription is typically an add-on feature provided by third-parties. The inventors have identified that the system resources and time allocated to such transcriptions and indexing within the context of a group-based communication system, and making the resulting searchable transcripts ready accessible to group-based communication system users, are more efficiently utilized through the use of group-based communication channels. 
     Moreover, network and computing resources are exhausted by increased participation in group-based audio and/or video connections while the connection is occurring. For example, increased network traffic and increased processing power are required in order to accommodate all participants in a group-based audio/video connection. The inventors have identified that real-time detection of names and/or topics and transmission of electronic notifications to client devices associated with user identifiers reduces the required number of participants in a group-based audio/video connection. In the novel embodiments disclosed herein, a user may elect not to join a group-based audio/video connection and instead receive notification (e.g., via DM) when a particular name and/or topic is detected as having been mentioned in the group-based audio/video connection. Such a user may elect to join the group-based audio/video connection only once such a detection occurs. These novel embodiments reduce the waste of computing resources on client devices because the client devices do not need to receive transmission of an entire group-based audio/video connection feed. These novel embodiments further reduce network traffic and server computing resources as well since the server is not required to transmit an entire feed to an additional client device. 
     Definitions 
     As used herein, the terms “data,” “content,” “digital content,” “digital content object,” “information,” and similar terms may be used interchangeably to refer to data capable of being transmitted, received, and/or stored in accordance with embodiments of the present disclosure. Thus, use of any such terms should not be taken to limit the spirit and scope of embodiments of the present disclosure. Further, where a computing device is described herein to receive data from another computing device, it will be appreciated that the data may be received directly from another computing device or may be received indirectly via one or more intermediary computing devices, such as, for example, one or more servers, relays, routers, network access points, base stations, hosts, and/or the like, sometimes referred to herein as a “network.” Similarly, where a computing device is described herein to send data to another computing device, it will be appreciated that the data may be sent directly to another computing device or may be sent indirectly via one or more intermediary computing devices, such as, for example, one or more servers, relays, routers, network access points, base stations, hosts, and/or the like. 
     The term “client device” refers to computer hardware and/or software that is configured to access a service made available by a server. The server is often (but not always) on another computer system, in which case the client device accesses the service by way of a network. Client devices may include, without limitation, smart phones, tablet computers, laptop computers, wearables, personal computers, enterprise computers, and the like. 
     “Group-based” is used herein to refer to a system, channel, message, or virtual environment that has security sufficient such that it is accessible only to a defined group of users. The group may be defined by common access credentials such as those of an organization or commercial enterprise. Access may further be facilitated by a validated request to join or an invitation to join transmitted by one group member user to another non-member user. Group identifiers (defined below) are used to associate data, information, messages, etc., with specific groups. 
     The term “group-based communication channel” refers to a virtual communications environment or feed that is configured to display messaging communications posted by channel members (e.g., validated users accessing the environment using client devices) that are viewable only to the members of the group. The format of the group-based communication channel may appear differently to different members of the group-based communication channel; however, the content of the group-based communication channel (i.e., messaging communications) will be displayed to each member of the group-based communication channel. For instance, a common set of group-based messaging communications will be displayed to each member of the respective group-based communication channel such that the content of the group-based communication channel (i.e., messaging communications) will not vary per member of the group-based communication channel. 
     The term “user” should be understood to refer to an individual, group of individuals, business, organization, and the like; the users referred to herein are accessing a group-based communication or messaging system using client devices. 
     The terms “user profile,” “user account,” and “user account details” refer to information associated with a user, including, for example, a user identifier, one or more group-based communication channel identifiers associated with group-based communication channels that the user has been granted access to, one or more group identifiers for groups with which the user is associated, an indication as to whether the user is an owner of any group-based communication channels, an indication as to whether the user has any group-based communication channel restrictions, a plurality of messages, a plurality of emojis, a plurality of conversations, a plurality of conversation topics, an avatar, an email address, a real name (e.g., John Doe), a username (e.g., jdoe), a password, a real name, a time zone, a status, and the like. The user account details can include a subset designation of user credentials, such as, for example, login information for the user including the user&#39;s username and password. 
     The terms “group-based communication channel identifier” or “channel identifier” refer to one or more items of data by which a group-based communication channel may be identified. For example, a group-based communication channel identifier may comprise ASCII text, a pointer, a memory address, and the like. 
     The terms “group identifier” or “team identifier” refer to one or more items of data by which a group within a group-based communication system may be identified. For example, a group identifier may comprise ASCII text, a pointer, a memory address, and the like. 
     As used herein, the terms “messaging communication” and “message” refer to any electronically generated digital content object provided by a user using a client device and that is configured for display within a group-based communication channel. Message communications may include any text, image, video, audio or combination thereof provided by a user (using a client device). For instance, the user may provide a messaging communication that includes text as well as an image and a video within the messaging communication as message contents. In such a case, the text, image, and video would comprise the messaging communication or digital content object. Each message sent or posted to a group-based communication channel of the group-based communication system includes metadata comprising the following: a sending user identifier, a message identifier, message contents, a group identifier, and a group-based communication channel identifier. Each of the foregoing identifiers may comprise ASCII text, a pointer, a memory address, and the like. 
     A “sending user identifier” is associated with a collection of messages that are sent by a particular user (i.e., a client device associated with the particular user). These messages may be analyzed to determine context regarding the user (e.g., the user&#39;s expertise or interest in a topic may be determined based on the frequency of mention of the topic or key-words associated with the topic within such messages). 
     Group-based communication system users are organized into organization groups (e.g., employees of each company may be a separate organization group) and each organization group may have one or more group-based communication channels (explained below) to which users may be assigned or which the users may join (e.g., group-based communication channels may represent departments, geographic locations such as offices, product lines, user interests, topics, issues, and/or the like). A group identifier may be used to facilitate access control for a message (e.g., access to the message, such as having the message return as part of search results in response to a search query, may be restricted to those users having the group identifier associated with their user profile). The group identifier may be used to determine context for the message (e.g., a description of the group, such as the name of an organization and/or a brief description of the organization, may be associated with the group identifier). 
     Group-based communication system users may join group-based communication channels. Some group-based communication channels may be globally accessible to those users having a particular organizational group identifier associated with their user profile (i.e., users who are members of the organization). Access to some group-based communication channels may be restricted to members of specified groups, whereby the group-based communication channels are accessible to those users having a particular group identifier associated with their user profile. The group-based communication channel identifier may be used to facilitate access control for a message (e.g., access to the message, such as having the message return as part of search results in response to a search query, may be restricted to those users having the group-based communication channel identifier associated with their user profile, or who have the ability to join the group-based communication channel). The group-based communication channel identifier may be used to determine context for the message (e.g., a description of the group-based communication channel, such as a description of a project discussed in the group-based communication channel, may be associated with the group-based communication channel identifier). 
     The term “private group-based communication channel” refers to a group-based communication channel with restricted access such that it is not generally accessible and/or searchable by other members of the group-based communication system. For example, only those users or administrators who have knowledge of and permission to access (e.g., a group-based communication channel identifier for the private group-based communication channel is associated with their user profile after the user has been validated/authenticated) the private group-based communication channel may view content of the private group-based communication channel. 
     The term “searchable transcript” refers to a digital record of spoken language in a group-based audio feed within a group-based communication system. A searchable transcript may have associated with it a searchable transcript identifier, various timestamps (i.e., when each word was spoken), speaker IDs (i.e., who spoke), transcript of speech (i.e., what was said), and input type identifiers (i.e., to differentiate transcribed text from typed text, and from emoji reactions, all in the same conversation and/or communication connection). 
     When a group-based video and/or audio connection is initiated, a “call object” is created. A “call object” is a digital object that provides the current states of a group-based audio feed (e.g., in progress, ended, participants). The call object is expanded and the searchable transcript is included therein. 
     The terms “group-based audio feed” and “group-based audio/video connection” refers to a live exchange over a digital connection of information between members of a group-based communication system. In some examples, a group-based audio feed is a conference call. In other examples, the group-based audio feed is a video conference call. The digital connection can be any network connection that allows audio and/or video communications to be transmitted and received. 
     The term “sub-feed” refers to a portion of a group-based audio feed that is associated with a client device participating in the group-based audio feed. 
     The term “audio signal” refers to an electronic signal representing sound. In some examples, an audio signal comprises speech. 
     The term “audio capturing mechanism” refers to an electronic component for capturing sound and converting the captured sound into an electrical signal. For example, an audio capturing mechanism is a microphone. 
     The term “video capturing mechanism” refers to an electronic component for capturing video and converting the captured video into an electrical signal. For example, a video capturing mechanism is a video camera or a web cam. 
     The term “sequential audio snippet” refers to a portion of speech within an audio signal. For example, a spoken sentence may comprise multiple words or phrases arranged in sequential order. In such an example, a word or phrase of the spoken sentence can be a sequential audio snippet. 
     The term “speech recognition engine” refers to a computer application that recognizes speech and translates the speech into text. 
     The term “temporary converted text string” refers to a text string converted from a portion of an audio signal that has not yet been confirmed as accurate or free from conversion errors. 
     The term “temporary sequence number” refers to a position in a sequence assigned to a text string to identify where the text string should be placed in relation to other text strings of the sequence, where the sequence of text strings has not been confirmed as accurate or free from conversion errors. 
     The term “temporary assembled text string” refers to a sequence of temporary converted text strings that is arranged according to temporary sequence numbers, and that has not yet been confirmed as accurate or free from conversion errors. 
     The term “conversion error” refers to an error occurred during conversion of audio to text and/or during assembling of text strings. 
     The term “final sequence number” refers to a position in a sequence assigned to a text string to identify where the text string should be placed in relation to other text strings of the sequence, where the sequence of text strings has been confirmed as accurate or free from conversion errors. 
     The term “final assembled text string” refers to a text string converted from a portion of an audio signal that has been confirmed as accurate or free from conversion errors. A final assembled text string may have associated with it timestamps representing a start and an end of the audio signal (in some examples, each word has associated with it a timestamp). A final assembled text string may have a speaker ID associated with it (i.e., an identification of who was speaking). A final assembled text string may have associated with it alternate transcriptions along with a confidence score for each alternative. The alternate transcriptions may have highlights where there are alternatives having a confidence score exceeding a threshold. A final assembled text string may also have associated with it annotations for whether a time period is an actual word, or an informality filler (i.e., “umm”) or some other type of speech that may not be shown. 
     The term “connection sequence number” refers to a position in a transcript of final assembled text strings assigned to a final assembled text string to identify where the final assembled text string should be placed in relation to other final assembled text strings of the transcript. 
     The term “temporary format” refers to a display format for a temporary assembled text string that conveys that the string is temporary and therefore still subject to revision. For example, a temporary assembled text string may be displayed using italics. 
     The term “final format” refers to a display format for a final assembled text string that conveys that the string is final and therefore not subject to further revision. For example, a final assembled text string may be displayed in bold and not italicized to differentiate from the italicized temporary format. 
     The term “spoken informality” refers to informal words or expressions that are not desirable for inclusion in stored text. For example, a speaker may utter the words “uh” or “um” while delivering a sentence and the transcript recording the speaker should not include those words. Another example of a spoken informality may be an utterance of “uh-huh” to convey agreement, while the transcript recording the speech should include “yes.” 
     The term “voice recognition” refers to programmatically identifying or verifying a person from speech detected in an audio signal. 
     The term “video signal” refers to an electronic signal for carrying video data. 
     The term “facial recognition” refers to programmatically identifying or verifying a person from a digital image or a video frame from a video signal. 
     The term “spoken informality store” refers to a repository of spoken informalities. 
     The term “machine learning model” refers to a computer application that employs an algorithm to build a model from sample inputs. The machine learning model can make predictions or decisions based on input data. 
     The terms “programmatically expected,” “infer,” “inferred,” or “inference” indicate machine prediction of occurrence of certain events. 
     The term “likelihood” refers to a measure of probability for occurrence of a particular event. 
     The term “speech” refers to spoken language used to communicate. 
     The term “author” refers to a user or client device that originated or created a digital content object. For example, an author is identified as the user responsible for the creation of a message that was posted to a group-based communication channel. 
     The term “automatic” or “automatically” refers to any step or steps of an electronic process or processes that takes place without interaction by an outside entity. For example, upon receiving a particular input, a server may automatically transmit a message to a specific client device. Such message will be transmitted by the server without requiring any intermediate input by a user or other device. 
     The term “electronically notify” refers to an electronic transmission of data indicative of a notification. For example, an electronic notification may comprise a text message, an email, a pop-up notification, or some combination of one or more of text, audio, or video content sufficient to display on a client device a conveyance of a notification. 
     The term “network time” refers to timestamps defined by a computer, server, or communications network. A timestamp is a sequence of characters or encoded information identifying when a certain event occurred, usually giving date and time of day, sometimes accurate to a small fraction of a second. For example, a digital content object may comprise a timestamp that tells when it was created or last modified. 
     The term “notification request” refers to a request to receive a notification if a particular name or topic is detected as having been mentioned in a group-based audio/video connection. Accordingly, a notification request is a data structure comprising one or more of a requesting user identifier, a name, a named user identifier (i.e., the user identifier associated with the name for detection and notification), and a topic identifier. 
     Example System Architecture 
     Methods, apparatuses, and computer program products of the present disclosure may be embodied by any of a variety of devices. For example, the method, apparatus, and computer program product of an example embodiment may be embodied by a networked device, such as a server or other network entity, configured to communicate with one or more devices, such as one or more client devices. Additionally or alternatively, the computing device may include fixed computing devices, such as a personal computer or a computer workstation. Still further, example embodiments may be embodied by any of a variety of mobile devices, such as a portable digital assistant (PDA), mobile telephone, smartphone, laptop computer, tablet computer, wearable, or any combination of the aforementioned devices. 
       FIG. 1  illustrates an example computing system  100  within which embodiments of the present disclosure may operate. Users may access a group-based communication system  105  via a communications network  104  using client devices  101 A- 101 N. The group-based communication system  105  may comprise a group-based communication server  106  in communication with at least one group-based communication repository  107 . 
     Communications network  104  may include any wired or wireless communication network including, for example, a wired or wireless local area network (LAN), personal area network (PAN), metropolitan area network (MAN), wide area network (WAN), or the like, as well as any hardware, software and/or firmware required to implement it (such as, e.g., network routers, etc.). For example, communications network  104  may include a cellular telephone, an 802.11, 802.16, 802.20, and/or WiMax network. Further, the communications network  104  may include a public network, such as the Internet, a private network, such as an intranet, or combinations thereof, and may utilize a variety of networking protocols now available or later developed including, but not limited to TCP/IP based networking protocols. For instance, the networking protocol may be customized to suit the needs of the group-based communication system. In some embodiments, the protocol is a custom protocol of JSON objects sent via a Websocket channel. In some embodiments, the protocol is JSON over RPC, JSON over REST/HTTP, and the like. 
     The group-based communication server  106  may be embodied as a computer or computers as known in the art. The group-based communication server  106  may provide for receiving of electronic data from various sources, including but not necessarily limited to the client devices  101 A- 101 N. For example, the group-based communication server  106  may be operable to receive and post or transmit group-based messaging communications provided by the client devices  101 A- 101 N. 
     The group-based communication repository  107  may be embodied as a data storage device such as a Network Attached Storage (NAS) device or devices, or as a separate database server or servers. The group-based communication repository  107  includes information accessed and stored by the group-based communication server  106  to facilitate the operations of the group-based communication system  105 . For example, the group-based communication repository  107  may include, without limitation, a plurality of messaging communications organized among a plurality of group-based communication channels, and/or the like. 
     The client devices  101 A- 101 N may be any computing device as defined above. Electronic data received by the group-based communication server  106  from the client devices  101 A- 101 N may be provided in various forms and via various methods. For example, the client devices  101 A- 101 N may include desktop computers, laptop computers, smartphones, netbooks, tablet computers, wearables, and the like. 
     In embodiments where a client device  101 A- 101 N is a mobile device, such as a smart phone or tablet, the client device  101 A- 101 N may execute an “app” to interact with the group-based communication system  105 . Such apps are typically designed to execute on mobile devices, such as tablets or smartphones. For example, an app may be provided that executes on mobile device operating systems such as iOS®, Android®, or Windows®. These platforms typically provide frameworks that allow apps to communicate with one another and with particular hardware and software components of mobile devices. For example, the mobile operating systems named above each provide frameworks for interacting with location services circuitry, wired and wireless network interfaces, user contacts, and other applications. Communication with hardware and software modules executing outside of the app is typically provided via application programming interfaces (APIs) provided by the mobile device operating system. 
     Additionally or alternatively, the client device  101 A- 101 N may interact with the group-based communication system  105  via a web browser. As yet another example, the client device  101 A- 101 N may include various hardware or firmware designed to interface with the group-based communication system  105 . 
     In some embodiments of an exemplary group-based communication system  105 , a message or messaging communication may be sent from a client device  101 A- 101 N to a group-based communication system  105 . In various implementations, the message may be sent to the group-based communication system  105  over communications network  104  directly by a client device  101 A- 101 N, the message may be sent to the group-based communication system  105  via an intermediary such as a message server, and/or the like. For example, the client device  101 A- 101 N may be a desktop, a laptop, a tablet, a smartphone, and/or the like that is executing a client application (e.g., a group-based communication app). In one implementation, the message may include data such as a message identifier, sending user identifier, a group identifier, a group-based communication channel identifier, message contents (e.g., text, emojis, images, links), attachments (e.g., files), message hierarchy data (e.g., the message may be a reply to another message), third party metadata, and/or the like. In one embodiment, the client device  101 A- 101 N may provide the following example message, substantially in the form of a (Secure) Hypertext Transfer Protocol (“HTTP(S)”) POST message including eXtensible Markup Language (“XML”) formatted data, as provided below: 
     
       
         
           
               
               
             
               
                   
                   
               
             
            
               
                   
                 POST /authrequest.php HTTP/1.1 
               
               
                   
                 Host: www.server.com 
               
               
                   
                 Content-Type: Application/XML 
               
               
                   
                 Content-Length: 667 
               
               
                   
                 &lt;?XML version= “1.0” encoding= “UTF-8”?&gt; 
               
               
                   
                 &lt;auth_request&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;timestamp&gt;2020-12-31 23:59:59&lt;/timestamp&gt; 
               
               
                   
                 &lt;user_accounts_details&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;user_account_credentials&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;user_name&gt;ID_user_1&lt;/user_name&gt; 
               
               
                   
                 &lt;password&gt;abcl23&lt;/password&gt; 
               
               
                   
                 //OPTIONAL &lt;cookie&gt;cookieID&lt;/cookie&gt; 
               
               
                   
                 //OPTIONAL &lt;digital_cert_link&gt;www.mydigitalcertificate.com/ 
               
            
           
           
               
               
            
               
                   
                 JohnDoeDaDoeDoe@gmail.com/mycertifcate.dc&lt;/digital_cert_link&gt; 
               
            
           
           
               
               
            
               
                   
                 //OPTIONAL &lt;digital_certificate&gt;_DATA_&lt;/digital_certificate&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/user_account_credentials&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/user_accounts_details&gt; 
               
               
                   
                 &lt;client_details&gt; //iOS Client with App and Webkit 
               
            
           
           
               
               
            
               
                   
                 //it should be noted that although several client details 
               
               
                   
                 //sections are provided to show example variants of client 
               
               
                   
                 //sources, further messages will include only on to save 
               
               
                   
                 //space 
               
            
           
           
               
               
            
               
                   
                 &lt;client_IP&gt;10.0.0.123&lt;/client_IP&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;user_agent_string&gt;Mozilla/5.0 (iPhone; CPU iPhone OS 7_l_l like Mac OS X) 
               
            
           
           
               
            
               
                 AppleWebKit/537.51.2 (KHTML, like Gecko) Version/7.0 Mobile/11D201 
               
               
                 Safari/9537.53&lt;/user_agent_string&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_product_type&gt;iPhone6,1&lt;/client_product_type&gt; 
               
               
                   
                 &lt;client_serial_number&gt;DNXXXlXlXXXX&lt;/client_serial_number&gt; 
               
               
                   
                 &lt;client_UDID&gt;3XXXXXXXXXXXXXXXXXXXXXXXXD&lt;/client_UDID&gt; 
               
               
                   
                 &lt;client_OS&gt;iOS&lt;/client_OS&gt; 
               
               
                   
                 &lt;client_OS_version&gt;7.1.1&lt;/client_OS_version&gt; 
               
               
                   
                 &lt;client_app_type&gt;app with webkit&lt;/client_app_type&gt; 
               
               
                   
                 &lt;app_installed_flag&gt;true&lt;/app_installed_flag&gt; 
               
               
                   
                 &lt;app_name&gt;MSM.app&lt;/app_name&gt; 
               
               
                   
                 &lt;app_version&gt;1.0 &lt;/app_version&gt; 
               
               
                   
                 &lt;app_webkit_name&gt;Mobile Safari&lt;/client_webkit_name&gt; 
               
               
                   
                 &lt;client_version&gt;537.51.2&lt;/client_version&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/client details&gt; 
               
               
                   
                 &lt;client details&gt; //iOS Client with Webbrowser 
               
            
           
           
               
               
            
               
                   
                 &lt;client_IP&gt;10.0.0.123&lt;/client_IP&gt; 
               
               
                   
                 &lt;user_agent_string&gt;Mozilla/5.0 (iPhone; CPU iPhone OS 7_l_l like Mac OS X) 
               
            
           
           
               
               
            
               
                   
                 AppleWebKit/537.51.2 (KHTML, like Gecko) Version/7.0 Mobile/11D201 
               
               
                   
                 Safari/9537.53&lt;/user_agent_string&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_product_type&gt;iPhone6, 1&lt;/client_product_type&gt; 
               
               
                   
                 &lt;client_serial_number&gt;DNXXXlXlXXXX&lt;/client_serial_number&gt; 
               
               
                   
                 &lt;client_UDID&gt;3XXXXXXXXXXXXXXXXXXXXXXXXD&lt;/client_UDID&gt; 
               
               
                   
                 &lt;client_OS&gt;iOS&lt;/client_OS&gt; 
               
               
                   
                 &lt;client_OS_version&gt;7.1.1&lt;/client_OS_version&gt; 
               
               
                   
                 &lt;client_app_type&gt;web browser&lt;/client_app_type&gt; 
               
               
                   
                 &lt;client_name&gt;Mobile Safari&lt;/client_name&gt; 
               
               
                   
                 &lt;client_version&gt;9537.53&lt;/client_version&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/client details&gt; 
               
               
                   
                 &lt;client details&gt; //Android Client with Webbrowser 
               
            
           
           
               
               
            
               
                   
                 &lt;client_IP&gt;10.0.0.123&lt;/client_IP&gt; 
               
               
                   
                 &lt;user_agent_string&gt;Mozilla/5.0 (Linux; U; Android 4.0.4; en-us; Nexus S 
               
               
                   
                 Build/IMM76D) 
               
            
           
           
               
            
               
                 AppleWebKit/534.30 (KHTML, like Gecko) Version/4.0 Mobile 
               
               
                 Safari/534.30&lt;/user_agent_string&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_product_type&gt;Nexus S&lt;/client_product_type&gt; 
               
               
                   
                 &lt;client_serial_number&gt;YXXXXXXXXZ&lt;/client_serial_number&gt; 
               
               
                   
                 &lt;client UDID&gt;FXXXXXXXXX-XXXX-XXXX-XXXX- 
               
            
           
           
               
               
            
               
                   
                 XXXXXXXXXXXXX&lt;/client UDID&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_OS&gt;Android&lt;/client_OS&gt; 
               
               
                   
                 &lt;client_OS_version&gt;4.0.4&lt;/client_OS_version&gt; 
               
               
                   
                 &lt;client_app_type&gt;web browser&lt;/client_app_type&gt; 
               
               
                   
                 &lt;client_name&gt;Mobile Safari&lt;/client_name&gt; 
               
               
                   
                 &lt;client_version&gt;534.30&lt;/client_version&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/client_details&gt; 
               
               
                   
                 &lt;client_details&gt; //Mac Desktop with Webbrowser 
               
            
           
           
               
               
            
               
                   
                 &lt;client_IP&gt;10.0.0.123&lt;/client_IP&gt; 
               
               
                   
                 &lt;user_agent_string&gt;Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3) 
               
            
           
           
               
               
            
               
                   
                 AppleWebKit/537.75.14 (KHTML, like Gecko) Version/7.0.3 
               
               
                   
                 Safari/537.75.14&lt;/user_agent_string&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_product_type&gt;MacPro5,1&lt;/client_product_type&gt; 
               
               
                   
                 &lt;client_serial_number&gt;YXXXXXXXXZ&lt;/client_serial_number&gt; 
               
               
                   
                 &lt;client UDID&gt;FXXXXXXXXX-XXXX-XXXX-XXXX- 
               
            
           
           
               
               
            
               
                   
                 XXXXXXXXXXXXX &lt;/client UDID&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;client_OS&gt;Mac OS X&lt;/client_OS&gt; 
               
               
                   
                 &lt;client_OS_version&gt;10.9.3&lt;/client_OS_version&gt; 
               
               
                   
                 &lt;client_app_type&gt;web browser&lt;/client_app_type&gt; 
               
               
                   
                 &lt;client_name&gt;Mobile Safari&lt;/client_name&gt; 
               
               
                   
                 &lt;client_version&gt;537.75.14&lt;/client_version&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/client details&gt; 
               
               
                   
                 &lt;message&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;message_identifier&gt;ID_message_10&lt;/message_identifier&gt; 
               
               
                   
                 &lt;team_identifier&gt;ID_team_1&lt;/team_identifier&gt; 
               
               
                   
                 &lt;channel_identifier&gt;ID_channel_1&lt;/channel_identifier&gt; 
               
               
                   
                 &lt;contents&gt;That is an interesting disclosure. I have attached a copy our 
               
            
           
           
               
               
            
               
                   
                 patent policy.&lt;/contents&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;attachments&gt;patent_policy.pdf&lt;/attachments&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/message&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/auth_request&gt; 
               
               
                   
                   
               
            
           
         
       
     
     The group-based communication system  105  comprises at least one group-based communication server  106  that may create a storage message based upon the received message to facilitate message indexing and storage in a group-based communication repository  107 . In one implementation, the storage message may include data such as a message identifier, a group identifier, a group-based communication channel identifier, a sending user identifier, topics, responses, message contents, attachments, message hierarchy data, third party metadata, conversation primitive data, and/or the like. For example, the group-based communication server  106  may provide the following example storage message, substantially in the form of a HTTP(S) POST message including XML-formatted data, as provided below: 
     
       
         
           
               
             
               
                   
               
             
            
               
                 POST /storage_message.php HTTP/1.1 
               
               
                 Host: www.server.com 
               
               
                 Content-Type: Application/XML 
               
               
                 Content-Length: 667 
               
               
                 &lt;?XML version= “1.0” encoding= “UTF-8”?&gt; 
               
               
                 &lt;storage_message&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;message_identifier&gt;ID_message_10&lt;/message_identifier&gt; 
               
               
                   
                 &lt;team_identifier&gt;ID_team_1&lt;/team_identifier&gt; 
               
               
                   
                 &lt;channel_identifier&gt;ID_channel_1&lt;/channel_identifier&gt; 
               
               
                   
                 &lt;sending_user_identifier&gt;ID_user_1&lt;/sending_user_identifier&gt; 
               
               
                   
                 &lt;topics&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;topic&gt;disclosures&lt;/topic&gt; 
               
               
                   
                 &lt;topic&gt;patents&lt;/topic&gt; 
               
               
                   
                 &lt;topic&gt;policies&lt;/topic&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/topics&gt; 
               
               
                   
                 &lt;responses&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;response&gt;liked by ID_user_2&lt;/response&gt; 
               
               
                   
                 &lt;response&gt;starred by ID_user_3&lt;/response&gt; 
               
            
           
           
               
               
            
               
                   
                 &lt;/responses&gt; 
               
               
                   
                 &lt;contents&gt;That is an interesting disclosure. I have attached a 
               
               
                   
                 copy our patent policy.&lt;/contents&gt; 
               
               
                   
                 &lt;attachments&gt;patent_policy.pdf&lt;/attachments&gt; 
               
               
                   
                 &lt;conversation_primitive&gt; 
               
            
           
           
               
               
            
               
                   
                 conversation includes messages: ID_message_8, 
               
               
                   
                 ID_message_9, ID_message_10, ID_message_11, 
               
               
                   
                 ID_message_l2 
               
            
           
           
               
               
            
               
                   
                 &lt;/conversation_primitive&gt; 
               
            
           
           
               
            
               
                 &lt;/storage_message&gt; 
               
               
                   
               
            
           
         
       
     
     In embodiments, a group identifier as defined above may be associated with the message. 
     In embodiments, a group-based communication channel identifier as defined above may be associated with the message. 
     In embodiments, a sending user identifier as defined above may be associated with the message. In one implementation, the message may be parsed (e.g., using PHP commands) to determine a sending user identifier of the user who sent the message. 
     In embodiments, topics may be associated with the message. In one implementation, the message contents may be parsed (e.g., using PHP commands) to determine topics discussed in the message. For example, hashtags in the message may indicate topics associated with the message. In another example, the message may be analyzed (e.g., by itself, with other messages in a conversation primitive) or parsed using a machine learning technique, such as topic modeling, to determine topics associated with the message. 
     In embodiments, data indicating responses may be associated with the message. For example, responses to the message by other users may include reactions (e.g., selection of an emoji associated with the message, selection of a “like” button associated with the message), clicking on a hyperlink embedded in the message, replying to the message (e.g., posting a message to the group-based communication channel in response to the message), downloading a file associated with the message, sharing the message from one group-based communication channel to another group-based communication channel, pinning the message, starring the message, and/or the like. In one implementation, data regarding responses to the message by other users may be included with the message, and the message may be parsed (e.g., using PHP commands) to determine the responses. In another implementation, data regarding responses to the message may be retrieved from a database. For example, data regarding responses to the message may be retrieved via a MySQL database command similar to the following: 
     
       
         
           
               
               
             
               
                   
                   
               
             
            
               
                   
                 SELECT messageResponses 
               
               
                   
                 FROM MSM_Message 
               
               
                   
                 WHERE messageID = ID_message_10. 
               
               
                   
                   
               
            
           
         
       
     
     For example, data regarding responses to the message may be used to determine context for the message (e.g., a social score for the message from the perspective of some user). In another example, data regarding responses to the message may be analyzed to determine context regarding the user (e.g., the user&#39;s expertise in a topic may be determined based on the responses to the user&#39;s message regarding the topic). 
     In embodiments, attachments may be included with the message. If there are attachments, files may be associated with the message. In one implementation, the message may be parsed (e.g., using PHP commands) to determine file names of the attachments. For example, file contents may be analyzed to determine context for the message (e.g., a patent policy document may indicate that the message is associated with the topic “patents”). 
     In embodiments, third party metadata may be associated with the message. For example, third party metadata may provide additional context regarding the message or the user that is specific to a company, group, group-based communication channel, and/or the like. In one implementation, the message may be parsed (e.g., using PHP commands) to determine third party metadata. For example, third party metadata may indicate whether the user who sent the message is an authorized representative of the group-based communication channel (e.g., an authorized representative may be authorized by the company to respond to questions in the group-based communication channel). 
     In embodiments, a conversation primitive may be associated with the message. In one implementation, a conversation primitive is an element used to analyze, index, store, and/or the like messages. For example, the message may be analyzed by itself, and may form its own conversation primitive. In another example, the message may be analyzed along with other messages that make up a conversation, and the messages that make up the conversation may form a conversation primitive. In one implementation, the conversation primitive may be determined as the message, a specified number (e.g., two) of preceding messages and a specified number (e.g., two) of following messages. In another implementation, the conversation primitive may be determined based on analysis of topics discussed in the message and other messages (e.g., in the channel) and/or proximity (e.g., message send order proximity, message send time proximity) of these messages. 
     In embodiments, various metadata, determined as described above, and/or the contents of the message may be used to index the message (e.g., using the conversation primitive) to facilitate various facets of searching (i.e., search queries that return results from group-based communication repository  107 ). In one implementation, a storage message may be sent from group-based communication server  106  to facilitate indexing in group-based communication repository  107 . In another implementation, metadata associated with the message may be determined and the message may be indexed in group-based communication repository  107 . In one embodiment, the message may be indexed such that a company&#39;s or a group&#39;s messages are indexed separately (e.g., in a separate index associated with the group and/or company that is not shared with other groups and/or companies). In one implementation, messages may be indexed at a separate distributed repository (e.g., to facilitate data isolation for security purposes). 
     If there are attachments associated with the message, file contents of the associated files may be used to index such files in group-based communication repository  107  to facilitate searching. In one embodiment, the files may be indexed such that a company&#39;s or a group&#39;s files are indexed at a separate distributed repository. 
     For example, indexing a searchable transcript may comprise indexing of a top recognized transcript (i.e., only the transcript with the highest confidence score) along with a list of the alternatives (i.e., the list of n-best confidence scores that exceed a threshold). 
     By way of alternative example, all searchable transcripts and alternatives are indexed and associated with their respective corresponding confidence score. The confidence score may be used as part of a search algorithm for providing, ranking, and/or eliminating search results. 
     Example Apparatus for Implementing Embodiments of the Present Disclosure 
     The server  106  may be embodied by one or more computing systems, such as apparatus  200  shown in  FIG. 2 . The apparatus  200  may include a processor  202 , a memory  201 , input/output circuitry  203 , communications circuitry  205 , group-based communication repository  107  and group-based communication circuitry  204 . The apparatus  200  may be configured to execute the operations dews. Although these components  107  and  201 - 205  are described with respect to functional limitations, it should be understood that the particular implementations necessarily include the use of particular hardware. It should also be understood that certain of these components  107  and  201 - 205  may include similar or common hardware. For example, two sets of circuitry may both leverage use of the same processor, network interface, storage medium, or the like to perform their associated functions, such that duplicate hardware is not required for each set of circuitry. The use of the term “circuitry” as used herein with respect to components of the apparatus should therefore be understood to include particular hardware configured to perform the functions associated with the particular circuitry as described herein. 
     The term “circuitry” should be understood broadly to include hardware and, in some embodiments, software for configuring the hardware. For example, in some embodiments, “circuitry” may include processing circuitry, storage media, network interfaces, input/output devices, and the like. In some embodiments, other elements of the apparatus  200  may provide or supplement the functionality of particular circuitry. For example, the processor  202  may provide processing functionality, the memory  201  may provide storage functionality, the communications circuitry  205  may provide network interface functionality, and the like. 
     In some embodiments, the processor  202  (and/or co-processor or any other processing circuitry assisting or otherwise associated with the processor) may be in communication with the memory  201  via a bus for passing information among components of the apparatus. The memory  201  may be non-transitory and may include, for example, one or more volatile and/or non-volatile memories. In other words, for example, the memory may be an electronic storage device (e.g., a computer readable storage medium). The memory  201  may be configured to store information, data, content, applications, instructions, or the like, for enabling the apparatus to carry out various functions in accordance with example embodiments of the present disclosure. 
     The processor  202  may be embodied in a number of different ways and may, for example, include one or more processing devices configured to perform independently. Additionally or alternatively, the processor may include one or more processors configured in tandem via a bus to enable independent execution of instructions, pipelining, and/or multithreading. The use of the term “processing circuitry” may be understood to include a single core processor, a multi-core processor, multiple processors internal to the apparatus, and/or remote or “cloud” processors. 
     In an example embodiment, the processor  202  may be configured to execute instructions stored in the memory  201  or otherwise accessible to the processor. Alternatively, or additionally, the processor may be configured to execute hard-coded functionality. As such, whether configured by hardware or software methods, or by a combination thereof, the processor may represent an entity (e.g., physically embodied in circuitry) capable of performing operations according to an embodiment of the present disclosure while configured accordingly. Alternatively, as another example, when the processor is embodied as an executor of software instructions, the instructions may specifically configure the processor to perform the algorithms and/or operations described herein when the instructions are executed. 
     In some embodiments, the apparatus  200  may include input/output circuitry  203  that may, in turn, be in communication with processor  202  to provide output to the user and, in some embodiments, to receive an indication of a user input. The input/output circuitry  203  may comprise a user interface and may include a display and may comprise a web user interface, a mobile application, a client device, a kiosk, or the like. In some embodiments, the input/output circuitry  203  may also include a keyboard, a mouse, a joystick, a touch screen, touch areas, soft keys, a microphone, a speaker, or other input/output mechanisms. The processor and/or user interface circuitry comprising the processor may be configured to control one or more functions of one or more user interface elements through computer program instructions (e.g., software and/or firmware) stored on a memory accessible to the processor (e.g., memory  201 , and/or the like). 
     The communications circuitry  205  may be any means such as a device or circuitry embodied in either hardware or a combination of hardware and software that is configured to receive and/or transmit data from/to a network and/or any other device, circuitry, or module in communication with the apparatus  200 . In this regard, the communications circuitry  205  may include, for example, a network interface for enabling communications with a wired or wireless communication network. For example, the communications circuitry  205  may include one or more network interface cards, antennae, buses, switches, routers, modems, and supporting hardware and/or software, or any other device suitable for enabling communications via a network. Additionally or alternatively, the communication interface may include the circuitry for interacting with the antenna(s) to cause transmission of signals via the antenna(s) or to handle receipt of signals received via the antenna(s). 
     The group-based communication circuitry  204  includes hardware configured to support a group-based communication system. The group-based communication circuitry  204  may utilize processing circuitry, such as the processor  202 , to perform these actions. The group-based communication circuitry  204  may send and/or receive data from group-based communication repository  107 . In some implementations, the sent and/or received data may be of digital content objects organized among a plurality of group-based communication channels. It should also be appreciated that, in some embodiments, the group-based communication circuitry  204  may include a separate processor, specially configured field programmable gate array (FPGA), or application specific interface circuit (ASIC). 
     As described above and as will be appreciated based on this disclosure, embodiments of the present disclosure may be configured as methods, mobile devices, backend network devices, and the like. Accordingly, embodiments may comprise various means including entirely of hardware or any combination of software and hardware. Furthermore, embodiments may take the form of a computer program product on at least one non-transitory computer-readable storage medium having computer-readable program instructions (e.g., computer software) embodied in the storage medium. Any suitable computer-readable storage medium may be utilized including non-transitory hard disks, CD-ROMs, flash memory, optical storage devices, or magnetic storage devices. 
     Example Processes for Generating a Searchable Transcript of a Group-Based Audio/Video Connection 
       FIGS. 3A and 3B  illustrate an exemplary searchable transcript generation method according to one embodiment of the present disclosure. According to embodiments, a group-based audio feed takes place within a group-based communication system. The group-based communication system comprises a group-based communication repository comprising a plurality of digital content objects organized among a plurality of group-based communication channels. 
     According to embodiments, a method  300  begins with receiving a plurality of audio signals  301  from a plurality of client devices. In some embodiments, each client device of the plurality of client devices is associated with the group-based audio feed. In some embodiments, each client device also comprises an audio-capturing mechanism. Each audio signal comprises a plurality of sequential audio snippets. 
     In embodiments, the method  300  continues with, for each sequential audio snippet  302 , converting the sequential audio snippet to a temporary converted text string  303 . In embodiments, a speech recognition engine is used to convert the sequential audio snippet to a temporary converted text string. The method  300  continues with assigning temporary sequence numbers to the temporary converted text string  304 . 
     In embodiments, a plurality of temporary converted text strings is assembled into a temporary assembled text string  305 . In embodiments, the plurality of temporary converted text strings is assembled into the temporary assembled texts string according to the temporary sequence number assigned to each temporary converted text string. 
     In embodiments, the method  300  continues with, for each temporary assembled text string  306 , parsing the temporary assembled text string to identify a conversion error  307 . The method  300  continues with, based on any identified conversion errors, assigning final sequence numbers to the temporary converted text strings of the temporary assembled text string  308 . 
     In embodiments, the method  300  continues with assembling the plurality of temporary text strings of the temporary assembled text strings into a final assembled text string  309 . In embodiments, the temporary text strings are assembled into a final assembled text string according to the final sequence number assigned to each temporary converted text strings. 
     In embodiments, the method  300  continues with assigning a group-based communication channel identifier, a user identifier, and a group-based audio feed identifier to the final assembled text string  310 . In embodiments, the user identifier is associated with the group-based communication channel identifier. 
     In embodiments, the method continues with storing the final assembled text string in a group-based communication repository  311 , where the final assembled text string is associated with a particular searchable transcript identifier. The final assembled text string is also indexed  311  for searching within the group-based communication system. 
     In embodiments, the final assembled text string is configured for display at a plurality of client devices and transmitted as configured to those plurality of client devices  312 . 
     In some embodiments, the method may optionally assign a connection sequence number to the final assembled text string. The method may continue with optionally assembling the final assembled text string with a plurality of other final assembled text strings into the searchable transcript according to the connection sequence number assigned to each final assembled text string. The method may continue with optionally storing the searchable transcript in the group-based communication repository. The searchable transcript is indexed for searching within the group-based communication system. The searchable transcript is associated with a searchable transcript identifier. 
     In some embodiments, the method may optionally transmit configured for display, in a group-based communication channel, the temporary assembled text string in a temporary format. Upon assembly of the final assembled text string, the method may optionally transmit configured for display, in the group-based communication channel, the final assembled text string in a final format. 
     In some embodiments, the method may optionally, for each final assembled text string, parse the final assembled text string to identify an informality, remove the informality from the final assembled text string, and store the final assembled text string in the group-based communication repository. The final assembled text string is indexed for searching within the group-based communication system. 
     In some embodiments, the method may optionally determine, using voice recognition, the user identifier associated with the audio signal. 
     In some embodiments, the method may optionally determine, based on a client device associated with the audio signal, the user identifier associated with the audio signal. 
     In some embodiments, the method may optionally receive a video signal associated with the group-based audio feed and determine, using facial recognition, the user identifier associated with the audio signal. 
     In some embodiments, the method may optionally identify the spoken informality by comparing the parsed final assembled text string to a spoken informality store. In embodiments, the spoken informality store is generated based on a machine learning model. 
     In some embodiments, the method may optionally determine, using the speech recognition engine, that the sequential audio snippet does not include speech. 
       FIGS. 3C and 3D  illustrate an exemplary searchable transcript generation method according to one embodiment of the present disclosure. In embodiments, method  310  begins as method  300 , with receiving a plurality of audio signals  301 . For each sequential audio snippet  302 , the sequential audio snippet is converted to a temporary converted text string  303  and a temporary sequence number is assigned  304  to the temporary converted text string. 
     In embodiments, method  310  includes programmatic detection of a spoken name associated with a user identifier and/or a particular topic associated with the sequential audio snippet. Such detection enables the group-based communication system to transmit electronic notifications to client devices associated with user identifiers having associated therewith a notification request  313 . In embodiments, a spoken name associated with a user identifier is detected. In such an embodiment, any notification request associated with the user identifier is retrieved and a notification according to the notification request is transmitted to a client device associated with the user identifier. In embodiments, a topic associated with a user identifier is detected. In such an embodiment, any notification request associated with the user identifier is retrieved and a notification according to the notification request is transmitted to a client device associated with the user identifier. 
     A notification request can be a request to receive a notification if a particular name is detected as having been mentioned in a group-based audio/video connection. A notification request can be a request to receive a notification if a particular topic is detected as having been discussed in a group-based audio/video connection. Accordingly, a notification request is a data structure comprising one or more of a requesting user identifier, a name, a named user identifier (i.e., the user identifier associated with the name for detection and notification), and a topic identifier. It will be appreciated that the provision of notifications occurs in real-time such that a user who receives a notification may join the group-based audio/video connection while the group-based audio/video connection is still occurring, upon receiving such notification. 
     Method  310  continues to step  305  and through the rest of method  300  as described above. 
     For example, a user Jennifer may or may not be aware that a group-based audio/video connection is taking place in a public group-based communication channel. User Jennifer may wish to be notified each time her name is mentioned in any group-based audio/video connection taking place in a public group-based communication channel. In such an example, a notification request includes Jennifer&#39;s user identifier, her name (i.e., “Jennifer”), and Jennifer&#39;s user identifier (i.e., because she is the named user for which notification is requested). User Jennifer may alternatively wish to be notified each time her manager&#39;s name is mentioned in any group-based audio/video connection taking place in a public group-based communication channel. In such an example, a notification request includes Jennifer&#39;s user identifier, her manager&#39;s name (i.e., “Sarah”), and Sarah&#39;s user identifier (i.e., because she is the named user for which notification is requested). 
     In another example, a user Jennifer may or may not be aware that a group-based audio/video connection is taking place in a public group-based communication channel. User Jennifer may wish to be notified each time a particular topic is discussed in any group-based audio/video connection taking place in a public group-based communication channel. In such an example, a notification request includes Jennifer&#39;s user identifier and a topic identifier. Topics are associated with audio snippets according to extracting strings representing one or more of word pairs or tuples, words associated with particular topics, a group of words associated with a particular topic, and truncation of words or phrases associated with particular topics. 
     Identification of topic associations and other messaging search and management apparatuses and methods for use with embodiments of the present disclosure are disclosed in U.S. patent application Ser. No. 15/604,584, titled “MESSAGING SEARCH AND MANAGEMENT APPARATUSES, METHODS AND SYSTEMS,” filed May 24, 2017, U.S. patent application Ser. No. 15/604,589, titled “MESSAGING SEARCH AND MANAGEMENT APPARATUSES, METHODS AND SYSTEMS,” filed May 24, 2017, and U.S. patent application Ser. No. 15/651,887, titled “MESSAGING SEARCH AND MANAGEMENT APPARATUSES, METHODS AND SYSTEMS,” filed Jul. 17, 2017, the contents of which are incorporated herein by reference in their entirety. 
     In embodiments, one or more summarization algorithms may be applied to a searchable transcript in order to programmatically generate a summary of the contents of the searchable transcript (i.e., the group-based audio/video connection associated with the searchable transcript). In such embodiments, the summary may be indexed and stored in a group-based communication system for future retrieval. In such embodiments, the summary may be selected for inclusion in an electronic digest of group-based communication data. Examples of embodiments of an electronic digest within a group-based communication system for use with embodiments of the present disclosure are disclosed in U.S. Provisional Patent Application Ser. No. 62/703,079, titled “REDUCING TRANSMISSIONS BY SUGGESTING DIGITAL CONTENT FOR DISPLAY IN A GROUP-BASED COMMUNICATION INTERFACE,” filed Jul. 25, 2018, the contents of which are incorporated herein by reference in their entirety. 
     The apparatus is optionally configured to receive a search query from a client device. The apparatus is optionally configured to retrieve from the group-based communication repository, search results comprising a plurality of searchable transcripts based on parameters extracted from the search query. The apparatus is optionally configured to return the search results to the client device. Indexing, retrieval and return/presentation of group-based communication data in search results for use with the present disclosure are disclosed in U.S. patent application Ser. No. 15/844,094, titled “METHOD, APPARATUS AND COMPUTER PROGRAM PRODUCT FOR IMPROVING DATA INDEXING IN A GROUP-BASED COMMUNICATION PLATFORM”, filed Dec. 15, 2017 and U.S. patent application Ser. No. 16/010,891, titled “METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR METADATA SEARCH IN A GROUP-BASED COMMUNICATION PLATFORM”, filed Jun. 18, 2018, the contents of which are incorporated herein by reference in their entirety. 
       FIG. 4A  illustrates an exemplary group-based audio feed according to one embodiment of the present disclosure. According to one embodiment, a group-based audio feed  400  comprises sub-feed1  401 , sub-feed2  402 , sub-feed3  403 , and sub-feed4  404 . Each sub-feed is associated with a respective client device. More specifically, subfeed1  401  is associated with client device 1  405 , subfeed2  402  is associated with client device 2  406 , subfeed3  403  is associated with client device 3  407 , and subfeed4  404  is associated with client device 4  408 . As shown in  FIG. 4A , Jill is a user associated with client device 1  405 , Jennifer is a user associated with client device 2  406 , Jonathon is a user associated with client device 3  407 , and Jason is a user associated with client device 4  408 . 
     In  FIG. 4A , sub-feed1  401  comprises a plurality of audio signals  409 ,  410 , and  411  that are captured by an audio capturing mechanism (not shown) of and received from client device 1  405 . Sub-feed2  402  comprises a plurality of audio signals  412 ,  413 ,  414 , and  415  that are captured by an audio capturing mechanism (not shown) of and received from client device 2  406 . Sub-feed3  403  comprises a plurality of audio signals  416 , 417 , and  418  that are captured by an audio capturing mechanism (not shown) of and received from client device 3  407 . Sub-feed4  404  comprises a plurality of audio signals  419 ,  421 , and  422  that are captured by an audio capturing mechanism (not shown) of and received from client device 4  408 . 
     In  FIG. 4A , audio signal  409  begins at time t 1  and has such beginning timestamp of t 1  associated therewith. Similarly, audio signal  410  begins at time t 7  and audio signal  411  begins at time t 9 . Audio signal  412  begins at time t 3 , audio signal  413  begins at time t 5 , audio signal  414  begins at time t 6 , and audio signal  415  begins at time t 12 . Audio signal  416  begins at time t 2 , audio signal  417  begins at time t 4 , and audio signal  418  begins at time t 8 . Finally, audio signal  419  begins at time t 3 , audio signal  421  begins at time t 10 , and audio signal  422  begins at time t 11 . It will be appreciated that times t 1 -t 12  are in sequential order, with t 1  being earlier in time than t 2 , t 2  being earlier in time than t 3 , and so on. It will be appreciated that timestamps t 1 - 12  associated with each audio snippet are used to assign a connection sequence number to a final assembled text string to identify where the final assembled text string should be placed in relation to other final assembled text strings of the group-based audio feed. 
       FIG. 4B  illustrates an exemplary group-based audio feed according to one embodiment of the present disclosure. According to one embodiment, sub-feed1  401  comprises sequential audio snippets  409 A,  410 A, and  411 A. It will be appreciated that sequential audio snippet  409 A corresponds to audio signal  409  of  FIG. 4A , sequential audio snippet  410 A corresponds to audio signal  410  of  FIG. 4A , and sequential audio snippet  411 A corresponds to audio signal  411  of  FIG. 4A . 
     In  FIG. 4B , sub-feed2  402  comprises sequential audio snippets  412 A,  413 A,  414 A, and  415 A. It will be appreciated that sequential audio snippet  412 A corresponds to audio signal  412  of  FIG. 4A , sequential audio snippet  413 A corresponds to audio signal  413  of  FIG. 4A , sequential audio snippet  414 A corresponds to audio signal  414  of  FIG. 4A , and sequential audio snippet  415 A corresponds to audio signal  415  of  FIG. 4A . 
     In  FIG. 4B , sub-feed3  403  comprises sequential audio snippets  416 A,  417 A, and  418 A. It will be appreciated that sequential audio snippet  416 A corresponds to audio signal  416  of  FIG. 4A , sequential audio snippet  417 A corresponds to audio signal  417  of  FIG. 4A , and sequential audio snippet  418 A corresponds to audio signal  418  of  FIG. 4A . 
     In  FIG. 4B , sub-feed4  404  comprises sequential audio snippets  419 A,  421 A, and  422 A. It will be appreciated that sequential audio snippet  419 A corresponds to audio signal  419  of  FIG. 4A , sequential audio snippet  421 A corresponds to audio signal  421  of  FIG. 4A , and sequential audio snippet  422 A corresponds to audio signal  422  of  FIG. 4A . 
     As an example, sequential audio snippet  409 A comprises the text strings “this” “is” and “Jill” arranged in sequential order.  FIG. 5  illustrates exemplary assigning of sequence numbers according to one embodiment of the present disclosure. As was shown in  FIGS. 4A and 4B , audio signal  409  comprises sequential audio snippet  409 A with the text strings “this” “is” and “Jill” arranged in sequential order. In one embodiment, the sequential audio snippet  409 A is parsed and the temporary converted text strings “this” “is” and “Jill” are identified and assigned temporary sequence numbers (shown in  505 ). The temporary converted text strings are arranged according to their temporary sequence numbers into a temporary assembled text string (shown in  506 ). An error is identified showing that the temporary assembled text string is incorrect. Thereafter, final sequence numbers are assigned to the temporary converted text strings in the sequential audio snippet (shown in  507 ) and the temporary converted text strings are rearranged according to their final sequence numbers into a final assembled text string (shown in  508 ). 
       FIG. 6  illustrates an exemplary group-based audio feed in an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, a group-based audio interface  600  comprises a channel identifier  601  and a searchable transcript  602  within a group-based communication channel. It will be appreciated that searchable transcript  602  reflects a conversation depicted in  FIGS. 4A and 4B  for illustrative purposes. 
       FIG. 7  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, an exemplary group-based audio interface  700  comprises a visual depiction of an option to “start a call”  701  (or initiate a group-based audio feed). 
       FIG. 8  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, an exemplary group-based audio interface  800  comprises a visual depiction of an option to “start a new call”  801  (or initiate a group-based audio feed). 
       FIG. 9  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, a group-based audio interface  900  indicates that a group-based audio feed has been initiated. 
       FIG. 10  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, a group-based audio interface  1000  comprises a transcript of a group-based audio feed. The transcript includes an identification of a speaker  1002  (e.g., a digital photo and a name) and a transcript of what the speaker has said  1001 . 
       FIG. 11  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, a group-based audio interface  1100  comprises a transcript of a group-based audio feed. The transcript includes an identification of a speaker  1102  (e.g., a digital photo and a name) and a transcript of what the speaker has said  1101 . Subsequent to the spoken transcript from speaker  1102 , the transcript includes an identification of a next speaker  1104  (e.g., a digital photo and a name) and a transcript of what the speaker has said  1103 . Subsequent to the spoken transcript from speaker  1104 , the transcript includes an identification of a next speaker  1106  (e.g., a digital photo and a name) and a transcript of what the speaker has said  1105 . 
       FIG. 12  illustrates an exemplary group-based audio interface according to one embodiment of the present disclosure. In one embodiment, a searchable transcript of a group-based audio feed can be returned as a search result within a group-based communication system. Group-based audio interface  1200  includes a search mechanism  1201  whereby, in this example, the word “hexadecimal” is searched. Within the search results  1202 , a transcript from a group-based audio feed wherein a speaker  1104  spoke the word hexadecimal  1103  is viewable. 
     Additional Implementation Details 
     Although an example processing system has been described in  FIG. 2 , implementations of the subject matter and the functional operations described herein can be implemented in other types of digital electronic circuitry, or in computer software, firmware, or hardware, including the structures disclosed in this specification and their structural equivalents, or in combinations of one or more of them. 
     Embodiments of the subject matter and the operations described herein can be implemented in digital electronic circuitry, or in computer software, firmware, or hardware, including the structures disclosed in this specification and their structural equivalents, or in combinations of one or more of them. Embodiments of the subject matter described herein can be implemented as one or more computer programs, i.e., one or more modules of computer program instructions, encoded on computer storage medium for execution by, or to control the operation of, information/data processing apparatus. Alternatively, or in addition, the program instructions can be encoded on an artificially-generated propagated signal, e.g., a machine-generated electrical, optical, or electromagnetic signal, which is generated to encode information/data for transmission to suitable receiver apparatus for execution by an information/data processing apparatus. A computer storage medium can be, or be included in, a computer-readable storage device, a computer-readable storage substrate, a random or serial access memory array or device, or a combination of one or more of them. Moreover, while a computer storage medium is not a propagated signal, a computer storage medium can be a source or destination of computer program instructions encoded in an artificially-generated propagated signal. The computer storage medium can also be, or be included in, one or more separate physical components or media (e.g., multiple CDs, disks, or other storage devices). 
     The operations described herein can be implemented as operations performed by an information/data processing apparatus on information/data stored on one or more computer-readable storage devices or received from other sources. 
     The term “data processing apparatus” encompasses all kinds of apparatus, devices, and machines for processing data, including by way of example a programmable processor, a computer, a system on a chip, or multiple ones, or combinations, of the foregoing. The apparatus can include special purpose logic circuitry, e.g., an FPGA (field programmable gate array) or an ASIC (application-specific integrated circuit). The apparatus can also include, in addition to hardware, code that creates an execution environment for the computer program in question, e.g., code that constitutes processor firmware, a protocol stack, a database management system, an operating system, a cross-platform runtime environment, a virtual machine, or a combination of one or more of them. The apparatus and execution environment can realize various different computing model infrastructures, such as web services, distributed computing and grid computing infrastructures. 
     A computer program (also known as a program, software, software application, script, or code) can be written in any form of programming language, including compiled or interpreted languages, declarative or procedural languages, and it can be deployed in any form, including as a stand-alone program or as a module, component, subroutine, object, or other unit suitable for use in a computing environment. A computer program may, but need not, correspond to a file in a file system. A program can be stored in a portion of a file that holds other programs or information/data (e.g., one or more scripts stored in a markup language document), in a single file dedicated to the program in question, or in multiple coordinated files (e.g., files that store one or more modules, sub-programs, or portions of code). A computer program can be deployed to be executed on one computer or on multiple computers that are located at one site or distributed across multiple sites and interconnected by a communication network. 
     The processes and logic flows described herein can be performed by one or more programmable processors executing one or more computer programs to perform actions by operating on input information/data and generating output. Processors suitable for the execution of a computer program include, by way of example, both general and special purpose microprocessors, and any one or more processors of any kind of digital computer. Generally, a processor will receive instructions and information/data from a read-only memory or a random access memory or both. The essential elements of a computer are a processor for performing actions in accordance with instructions and one or more memory devices for storing instructions and data. Generally, a computer will also include, or be operatively coupled to receive information/data from or transfer information/data to, or both, one or more mass storage devices for storing data, e.g., magnetic, magneto-optical disks, or optical disks. However, a computer need not have such devices. Devices suitable for storing computer program instructions and information/data include all forms of non-volatile memory, media and memory devices, including by way of example semiconductor memory devices, e.g., EPROM, EEPROM, and flash memory devices; magnetic disks, e.g., internal hard disks or removable disks; magneto-optical disks; and CD-ROM and DVD-ROM disks. The processor and the memory can be supplemented by, or incorporated in, special purpose logic circuitry. 
     To provide for interaction with a user, embodiments of the subject matter described herein can be implemented on a computer having a display device, e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor, for displaying information/data to the user and a keyboard and a pointing device, e.g., a mouse or a trackball, by which the user can provide input to the computer. Other kinds of devices can be used to provide for interaction with a user as well; for example, feedback provided to the user can be any form of sensory feedback, e.g., visual feedback, auditory feedback, or tactile feedback; and input from the user can be received in any form, including acoustic, speech, or tactile input. In addition, a computer can interact with a user by sending documents to and receiving documents from a device that is used by the user; for example, by sending web pages to a web browser on a user&#39;s client device in response to requests received from the web browser. 
     Embodiments of the subject matter described herein can be implemented in a computing system that includes a back-end component, e.g., as an information/data server, or that includes a middleware component, e.g., an application server, or that includes a front-end component, e.g., a client computer having a graphical user interface or a web browser through which a user can interact with an implementation of the subject matter described herein, or any combination of one or more such back-end, middleware, or front-end components. The components of the system can be interconnected by any form or medium of digital information/data communication, e.g., a communication network. Examples of communication networks include a local area network (“LAN”) and a wide area network (“WAN”), an inter-network (e.g., the Internet), and peer-to-peer networks (e.g., ad hoc peer-to-peer networks). 
     The computing system can include clients and servers. A client and server are generally remote from each other and typically interact through a communication network. The relationship of client and server arises by virtue of computer programs running on the respective computers and having a client-server relationship to each other. In some embodiments, a server transmits information/data (e.g., an HTML page) to a client device (e.g., for purposes of displaying information/data to and receiving user input from a user interacting with the client device). Information/data generated at the client device (e.g., a result of the user interaction) can be received from the client device at the server. 
     While this specification contains many specific implementation details, these should not be construed as limitations on the scope of any disclosures or of what may be claimed, but rather as descriptions of features specific to particular embodiments of particular disclosures. Certain features that are described herein in the context of separate embodiments can also be implemented in combination in a single embodiment. Conversely, various features that are described in the context of a single embodiment can also be implemented in multiple embodiments separately or in any suitable subcombination. Moreover, although features may be described above as acting in certain combinations and even initially claimed as such, one or more features from a claimed combination can in some cases be excised from the combination, and the claimed combination may be directed to a subcombination or variation of a subcombination. 
     Similarly, while operations are depicted in the drawings in a particular order, this should not be understood as requiring that such operations be performed in the particular order shown or in sequential order, or that all illustrated operations be performed, to achieve desirable results. In certain circumstances, multitasking and parallel processing may be advantageous. Moreover, the separation of various system components in the embodiments described above should not be understood as requiring such separation in all embodiments, and it should be understood that the described program components and systems can generally be integrated together in a single software product or packaged into multiple software products. 
     Thus, particular embodiments of the subject matter have been described. Other embodiments are within the scope of the following claims. In some cases, the actions recited in the claims can be performed in a different order and still achieve desirable results. In addition, the processes depicted in the accompanying figures do not necessarily require the particular order shown, or sequential order, to achieve desirable results. In certain implementations, multitasking and parallel processing may be advantageous. 
     CONCLUSION 
     Many modifications and other embodiments of the disclosures set forth herein will come to mind to one skilled in the art to which these disclosures pertain having the benefit of the teachings presented in the foregoing descriptions and the associated drawings. Therefore, it is to be understood that the disclosures are not to be limited to the specific embodiments disclosed and that modifications and other embodiments are intended to be included within the scope of the appended claims. Although specific terms are employed herein, they are used in a generic and descriptive sense only and not for purposes of limitation.