Abstract: A computer-implemented method includes based on a calculated first estimated error rate, second estimated error rate, first uncertain rank count, second uncertain rank count, and target error rate, displaying a stopping point indication. A computing system includes a processor; and a memory storing instructions that, when executed, cause the computing system to: based on a calculated first estimated error rate, second estimated error rate, first uncertain rank count, second uncertain rank count, and target error rate, display a stopping point indication. A non-transitory computer readable medium includes program instructions that when executed, cause a computer system to: based on a calculated first estimated error rate, second estimated error rate, first uncertain rank count, second uncertain rank count, and target error rate, display a stopping point indication.

Abstract: Systems and methods are provided for improving user experience in reading of email messages and other electronic communications. An interactive visualization of an electronic message may be provided, the visualization including a “dynamic message header region” that a user may cause to be collapsed and/or expanded to reduce the amount of device screen space occupied by message metadata and correspondingly increase the amount of device screen space available to display the message body, while maintaining accessibility of the while maintaining accessibility of the message metadata.

Abstract: Systems and methods for object-based data storage are provided. There may be a read/write cache configured to cache objects to be written to an object-based data storage. A document in the read/write cache may have a lock state set to unlocked, thereby allowing the document to be deleted. Or, the document in the read/write cache may have a lock state set to locked, thereby preventing deletion of the document.

Abstract: Techniques for building automated workflow sequences associated with a document review platform are provided. A method includes accessing trigger event data from a trigger event database and action data from an action database; presenting a user interface to create a workflow; adding a function block to the workflow by: detecting a selection of an add function block option; presenting a function block including at least one of (i) a user-selectable option to select a trigger event from a list of trigger events populated based on the trigger event data or (ii) a user-selectable option to select an action from a list of actions populated based on the action data; and presenting the function block including at least one of a selected trigger event or a selected action; detecting that the workflow is ready for deployment; translating the workflow into a logic-based representation of the workflow; and deploying the logic-based representation.

Abstract: A computer-implemented method of preloading content includes generating a user interface; receiving a set of object models; processing the received object models; based on detecting an event: (i) receiving a document model; and (ii) rendering the document model via a viewport. A non-transitory computer readable medium contains program instructions that when executed, cause a computer to generate a user interface; receive a set of object models; process the received object models; detect an event; receive a document model; and render the document model via a viewport. A computing system includes a processor and a memory storing instructions that when executed by the process, cause the computing system to generate a user interface; receive a set of object models; process the received object models; detect an event; receive a document model; and render the document model via a viewport.

Abstract: Systems, methods, and computer readable media for staging a corpus of electronic communication documents for analysis, such as, for example, via a content analysis platform. The staging may include a staging platform accessing the corpus of electronic communication document. For each electronic communication document within the corpus, the staging platform may generate a fingerprint based upon the output of a hash function executed upon a set of characteristics corresponding to each segment within the electronic communication document. The staging platform may analyze the generated fingerprints to generated a plurality of threaded conversations that do not include electronic communication documents that fail to convey any new information. The systems and methods may also include detecting and flagging any segments within an electronic communication document that may have been mutated by its author.

Abstract: A active learning family-based review method includes selecting a document ranked as relevant by a machine learning model, identifying family documents relationally-linked to the ranked relevant document, generating a batch including the ranked relevant document adjacent to the family documents, and displaying the batch in a computing device. An active learning family-based review computing system includes a processor and a memory storing instructions that, when executed, cause the computing system to select a relevant document using machine learning, identify family documents, generate a batch including the relevant document adjacent to the family documents, and display the batch. A non-transitory computer readable medium stores program instructions that when executed, cause a computer system to select a relevant document using machine learning, identify family documents, generate a batch including the relevant document adjacent to the family documents, and display the batch.

Abstract: Techniques are described relating to the identification of location of content within an electronic document. Techniques may include generating a location identification rule specifying one or more parameters for identifying a location identifier (LID) for each of the one or more streams associated with the content of the electronic document. Further, the LID may be generated in accordance with the location identification rule. The LID may be assigned to at least a portion of the content, such that the portion of the content within the electronic document may be located in accordance with the LID.

Abstract: A computer-implemented method for resolving date ambiguities in electronic communication documents includes identifying, within the documents, date field values each associated with a different instance of a communication segment. The method also includes resolving a candidate date for each different communication segment instance, with each candidate date being associated with a respective priority level indicative of a level of certainty with which the candidate date was resolved, and determining a final date from among the candidate dates at least by comparing the respective priority levels. The method further includes determining, based on the final date, an ordered relationship between the electronic communication documents, and storing metadata indicating the ordered relationship between the electronic communication documents.

Abstract: In a computer-implemented method for facilitating recognition of header fields in electronic communication documents, header definition data and an electronic communication document are received. The header definition data defines one or more characteristics of a first header format, wherein the one or more characteristics include one or both of (i) keywords or partial keywords, and (ii) positions, corresponding to one or more header fields. Text-based content of the electronic communication document includes conversation segments, which include one or more headers. Using the header definition data, values of header fields of at least one of the plurality of conversation segments are determined. Using the determined values, an ordered relationship between the electronic communication document and one or more other electronic communication documents is determined.

Abstract: Systems, methods, and computer readable media for staging a corpus of electronic communication documents for analysis, such as, for example, via a content analysis platform. The staging may include a staging platform accessing the corpus of electronic communication document. For each electronic communication document within the corpus, the staging platform may generate a fingerprint based upon the output of a hash function executed upon a set of characteristics corresponding to each segment within the electronic communication document. The staging platform may analyze the generated fingerprints to generated a plurality of threaded conversations that do not include electronic communication documents that fail to convey any new information. The systems and methods may also include detecting and flagging any segments within an electronic communication document that may have been mutated by its author.

Abstract: Systems and methods are provided for improving user experience in reading of email messages and other electronic communications. An interactive visualization of an electronic message may be provided, the visualization including a “dynamic message header region” that a user may cause to be collapsed and/or expanded to reduce the amount of device screen space occupied by message metadata and correspondingly increase the amount of device screen space available to display the message body, while maintaining accessibility of the while maintaining accessibility of the message metadata.

Abstract: A computer-implemented method for identifying a stopping point of an active learning process includes calculating an error rate for a set of documents, determining whether minimum coding exists, checking an error rate, detecting that an uncertainty rate decreases, and displaying an indication that the stopping point has been reached. A computing system for determining a stopping point of an active learning process includes a processors and a memory storing instructions that, when executed, cause the computing system to calculate an error rate, determine that minimum coding exists, check an error rate, detect decreasing uncertainty rate, and display a stopping point indication. A non-transitory computer readable medium storing program instructions that when executed, cause a computer system to calculate an error rate, determine that minimum coding exists, check an error rate, detect decreasing uncertainty rate, and display a stopping point indication.

Abstract: A method for facilitating document review includes obtaining data indicative of an ordered relationship among electronic communication documents in a conversation thread group and one or more missing electronic communication documents. The method also includes causing a visualization of the conversation thread group to be presented to a user via a graphical user interface of a client device, in part by causing one or more graphic elements, corresponding to the missing electronic communication document(s), to be displayed at respective positions along axes of the visualization with a particular visual coding that is reserved for missing electronic communication documents.

Abstract: In a computer-implemented method, an artificial neural network is trained to identify conversation segments, and/or segment portions, within electronic communication documents (e.g., emails). An input layer of the neural network includes input parameters corresponding to different characteristics of text-based content. A first electronic communication document is received, and its text-based content is processed using the trained neural network to generate one or more position indicators for the document. The position indicators include one or more segment indicators denoting positions of one or more conversation segments within the document, and/or one or more segment portion indicators denoting positions of one or more portions of one or more conversation segments within the document. An ordered relationship between the first electronic communication document and one or more other electronic communication documents is determined using the position indicators.

Abstract: Techniques are described relating to the identification of location of content within an electronic document. Techniques may include generating a location identification rule specifying one or more parameters for identifying a location identifier (LID) for each of the one or more streams associated with the content of the electronic document. Further, the LID may be generated in accordance with the location identification rule. The LID may be assigned to at least a portion of the content, such that the portion of the content within the electronic document may be located in accordance with the LID.

Abstract: A method for facilitating document review includes determining an ordered relationship among electronic communication documents in a conversation thread group. The ordered relationship specifies a time sequence of documents in each of one or more conversation threads within the thread group. Each conversation thread begins with the same root document and ends with a different end document. The method also includes causing a visualization of the thread group to be presented to a user via a GUI. The visualization includes graphic elements corresponding to different electronic communication documents, and each element is at a respective position along first and second axes of the visualization in accordance with the ordered relationship. The first axis is indicative of how many electronic communications were sent, within a given conversation thread, after the root document was sent, and the second axis is generally indicative of how many conversation threads are in the thread group.

Abstract: In a computer-implemented method for facilitating recognition of header fields in electronic communication documents, header definition data is received at a computing system from a remote client device. The header definition data defines one or more characteristics of a first header format, wherein the one or more characteristics include one or both of (i) keywords or partial keywords, and (ii) positions, corresponding to one or more header fields. A first electronic communication document that includes text-based content is received and, using the header definition data, values of the one or more header fields within the text-based content of the first electronic communication document are determined. Using the determined values of the one or more header fields, an ordered relationship between the first electronic communication document and one or more other electronic communication documents is determined, and metadata indicating the ordered relationship is stored.

Abstract: A computer-implemented method for resolving date ambiguities in electronic communication documents includes identifying date field values associated with different instances of a single communication segment, with each instance of the segment occurring in a different electronic communication document. The date field values associated with those instances are processed by attempting one or more available date resolution mechanisms. For each date field value, a candidate date for the segment is identified using the highest-priority/confidence resolution possible for that particular date field value. A data structure in a cache is used to track which date field value allows a date to be resolved with the highest-priority resolution relative to the other date field values, by iteratively inspecting and comparing priority levels recorded in the data structure.