Impact analysis based on API functional testing
Granted: September 3, 2024
Patent Number:
12079114
Disclosed herein are system, method, and computer program product embodiments for self-paced migration of an application programming language (API) gateway. An embodiment operates by receiving a functional test suite corresponding to an application programming interface (API). The embodiment generates a knowledge graph of information by combining a test result graph of information based on a result of execution of one or more tests in the functional test suite with a metadata linked…
Channel generation in a communication platform
Granted: August 6, 2024
Patent Number:
12058185
Creating a new channel based on a thread or an object associated with a communication channel is described. A communication platform can receive, in association with a thread or an object, a first request to create a new channel based on the thread or the object. The communication platform can identify characteristics (e.g., users, context data, permissions data, etc.) associated with the thread or the object and can create the new channel based on first characteristics associated with…
Monitoring resource utilization of an online system based on browser attributes collected for a session
Granted: July 23, 2024
Patent Number:
12047373
An online system monitors resources utilization by users connecting with the online system and detects unauthorized resource utilization caused by sharing of sessions. The online system collects samples of browser attributes from browsers interacting with the online system. The online system determines a score indicating a difference between two samples of browser attributes taken at different times. The online system uses the score to determine whether the two samples of browser…
Bot builder dialog map
Granted: July 23, 2024
Patent Number:
12045706
This disclosure relates to tools to facilitate the configuration of interactive agents, sometimes referred to as bots, chatbots, virtual robots, or talkbots. Specifically, the disclosure relates to the provision of a map view visualization of an interactive agent. The map view can display a complexity indicator or usage percentage for each dialog and provide an easy mechanism for creation of new dialogs, actions, parameters, rules, and logic.
Test recorder for API unit testing
Granted: June 4, 2024
Patent Number:
12001323
Disclosed herein are system, method, and computer program product embodiments for generating a unit test for an API or integration of an application by recording a flow of an input through a plurality of message processors of the application. A developer can then view an outline of the recorded flow in a menu, from which the developer can select an individual processor within the recorded flow. By selecting an individual processor, options particular to that processor can be presented to…
Incrementally validating security policy code using information from an infrastructure as code repository
Granted: May 7, 2024
Patent Number:
11977476
In an example, an apparatus may include a validation module configured to identify a security policy update from a security as code repository, wherein the identified security policy update is a candidate for deployment to a production environment having a plurality of attributes defined by an infrastructure as code repository; identify, from the plurality of attributes and using the infrastructure as code repository, individual attributes that correspond to the identified security…
Dynamic linking of content elements to development tool resources
Granted: February 20, 2024
Patent Number:
11907734
Approaches, techniques, and mechanisms are disclosed for flexible and dynamic modification of elements within textual content to provide an enhanced interface for development or other activities with respect to those elements. In an embodiment, the elements may be augmented with links by which users may quickly access associated items in development tools or other resources. For example, in an embodiment, the elements may be specific lines or blocks of code mentioned in a stack trace or…
Generative language model for few-shot aspect-based sentiment analysis
Granted: December 26, 2023
Patent Number:
11853706
Sentiment analysis is a task in natural language processing. The embodiments are directed to using a generative language model to extract an aspect term, aspect category and their corresponding polarities. The generative language model may be trained as a single, joint, and multi-task model. The single-task generative language model determines a term polarity from the aspect term in the sentence or a category polarity from an aspect category in the sentence. The joint-task generative…
Systems and methods for artificial intelligence-based root cause analysis of service incidents
Granted: December 5, 2023
Patent Number:
11836037
Some embodiments of the current disclosure disclose methods and systems for analyzing root causes of an incident disrupting information technology services such as cloud services. In some embodiments, a set of problem review board (PRB) documents including information about said incidents may be parsed using a natural language processing (NLP) neural model to extract structured PRB data from the unstructured investigative information contained in the PRB documents. The structured PRB…
Dialogue state tracking using a global-local encoder
Granted: December 5, 2023
Patent Number:
11836451
A method for maintaining a dialogue state associated with a dialogue between a user and a digital system includes receiving, by a dialogue state tracker associated with the digital system, a representation of a user communication, updating, by the dialogue state tracker, the dialogue state and providing a system response based on the updated dialogue state. The dialogue state is updated by evaluating, based on the representation of the user communication, a plurality of member scores…
Cross-lingual regularization for multilingual generalization
Granted: November 28, 2023
Patent Number:
11829727
Approaches for cross-lingual regularization for multilingual generalization include a method for training a natural language processing (NLP) deep learning module. The method includes accessing a first dataset having a first training data entry, the first training data entry including one or more natural language input text strings in a first language; translating at least one of the one or more natural language input text strings of the first training data entry from the first language…
Systems and methods for unsupervised paraphrase generation
Granted: November 28, 2023
Patent Number:
11829721
Embodiments described herein provide dynamic blocking, a decoding algorithm which enables large-scale pretrained language models to generate high-quality paraphrases in an un-supervised setting. Specifically, in order to obtain an alternative surface form, when the language model emits a token that is present in the source sequence, the language model is prevented from generating the next token that is the same as the subsequent source token in the source sequence at the next time step.…
Methods and systems for efficient batch active learning of a deep neural network
Granted: November 28, 2023
Patent Number:
11829442
Some embodiments of the current disclosure disclose methods and systems for batch active learning using the Shapley values of data points. In some embodiments, Shapley values of a first subset of labeled data are used to measure the contributions of the first subset of data to the performance of neural network. Further, a regression model that correlates the first subset of data to their Shapley values is trained to predict the Shapley values of a second subset of data that are…
Systems and methods for structured text translation with tag alignment
Granted: November 21, 2023
Patent Number:
11822897
Approaches for the translation of structured text include an embedding module for encoding and embedding source text in a first language, an encoder for encoding output of the embedding module, a decoder for iteratively decoding output of the encoder based on generated tokens in translated text from previous iterations, a beam module for constraining output of the decoder with respect to possible embedded tags to include in the translated text for a current iteration using a beam search,…
Systems and methods for a multilingual speech recognition framework
Granted: October 24, 2023
Patent Number:
11798534
Embodiments described herein provide an Adapt-and-Adjust (A2) mechanism for multilingual speech recognition model that combines both adaptation and adjustment methods as an integrated end-to-end training to improve the models' generalization and mitigate the long-tailed issue. Specifically, a multilingual language model mBERT is utilized, and converted into an autoregressive transformer decoder. In addition, a cross-attention module is added to the encoder on top of the mBERT's…
Systems and methods for scientific contribution summarization
Granted: October 17, 2023
Patent Number:
11790184
Embodiments described herein provide natural language processing (NLP) systems and methods that provide a customized summarization of scientific or technical articles, which disentangles background information from new contributions, and summarizes the background information or the new information (or both) based on a user's preference. Specifically, the systems and methods utilize machine learning classifiers to classify portions of sentences within the article as containing background…
Joint many-task neural network model for multiple natural language processing (NLP) tasks
Granted: October 10, 2023
Patent Number:
11783164
The technology disclosed provides a so-called “joint many-task neural network model” to solve a variety of increasingly complex natural language processing (NLP) tasks using growing depth of layers in a single end-to-end model. The model is successively trained by considering linguistic hierarchies, directly connecting word representations to all model layers, explicitly using predictions in lower tasks, and applying a so-called “successive regularization” technique to prevent…
Systems and methods for code understanding and generation
Granted: October 10, 2023
Patent Number:
11782686
Embodiments described herein a code generation and understanding model that builds on a Transformer-based encoder-decoder framework. The code generation and understanding model is configured to derive generic representations for programming language (PL) and natural language (NL) in code domain via pre-training on unlabeled code corpus, and then to benefit many code-related downstream tasks with fine-tuning. Apart from the denoising sequence-to-sequence objectives widely adopted for…
Unsupervised representation learning with contrastive prototypes
Granted: October 3, 2023
Patent Number:
11776236
The system and method are directed to a prototypical contrastive learning (PCL). The PCL explicitly encodes the hierarchical semantic structure of the dataset into the learned embedding space and prevents the network from exploiting low-level cues for solving the unsupervised learning task. The PCL includes prototypes as the latent variables to help find the maximum-likelihood estimation of the network parameters in an expectation-maximization framework. The PCL iteratively performs an…
Systems and methods for reading comprehension for a question answering task
Granted: October 3, 2023
Patent Number:
11775775
Embodiments described herein provide a pipelined natural language question answering system that improves a BERT-based system. Specifically, the natural language question answering system uses a pipeline of neural networks each trained to perform a particular task. The context selection network identifies premium context from context for the question. The question type network identifies the natural language question as a yes, no, or span question and a yes or no answer to the natural…
