Patents by Inventor Steven John Rennie
Steven John Rennie has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
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Publication number: 20240070150Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving a source document, applying one or more pre-processes to the source document to produce contextual information representative of the structure and content of the source document, and transforming the source document, based on the contextual information, to generate a question-and-answer searchable document.Type: ApplicationFiled: June 29, 2023Publication date: February 29, 2024Inventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Neil Rohit Mallinar, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Michael Pruitt, Bryan Dempsey, Chul Sung
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Publication number: 20240012842Abstract: Disclosed are methods, systems, devices, apparatus, media, and other implementations, including a method that includes obtaining a query set (e.g., a universal set of questions), performing a question-and-answer (Q-A) search on one or more documents using the query set to produce answer data responsive to one or more questions included in the query set, with the answer data characterizing concepts associated with the one or more documents, and deriving structured output information for the one or more documents based on the answer data produced in response to performing the Q-A search.Type: ApplicationFiled: July 7, 2023Publication date: January 11, 2024Inventors: Ellen Eide Kislal, David Nahamoo, Vaibhava Goel, Igor Roditis Jablokov, Etienne Marcheret, Steven John Rennie
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Patent number: 11734268Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving a source document, applying one or more pre-processes to the source document to produce contextual information representative of the structure and content of the source document, and transforming the source document, based on the contextual information, to generate a question-and-answer searchable document.Type: GrantFiled: June 25, 2021Date of Patent: August 22, 2023Assignee: Pryon IncorporatedInventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Neil Rohit Mallinar, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Chui Sung
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Patent number: 11593364Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving, at a local device from a remote device, query data representative of a question relating to source content of a source document, and determining whether one or more pre-determined questions stored in a question-answer cache maintained at the local device matches the query data according to one or more matching criteria. The method further includes obtaining from the question-answer cache, in response to a determination that at least one of the pre-determined questions matches the query data received from the remote device, at least one answer data item, associated with at least one pre-determined question, corresponding to an answer to the question relating to the source content.Type: GrantFiled: June 25, 2021Date of Patent: February 28, 2023Assignee: Pryon IncorporatedInventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Gregory Pelton, Lucas Siler
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Publication number: 20210406293Abstract: Disclosed are implementations that include a method including obtaining at a local device, a question-and-answer data item representative of a question-and-answer pair relating to source content of a source document, with the question-and-answer data item being associated with question-and-answer history information representative of historical information and access information for the question-and-answer data item, and determining based on the question-and-answer history information whether to perform data refinement operations on the question-and-answer data item.Type: ApplicationFiled: June 25, 2021Publication date: December 30, 2021Inventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Gregory Pelton, Lucas Siler
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Publication number: 20210406320Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving, at a local device from a remote device, query data representative of a question relating to source content of a source document of a repository of a plurality of source documents, with the source content being associated with transformed content accessible from the local device. The method further includes generating, in response to determination, at the local device, of a match between the query data and at least one portion of the transformed content, output data comprising one or more of a pointer to access, in the source document accessible from the remote device, at least one portion of the source document corresponding to the at least one portion of the transformed content, or a copy of the at least one portion of the source document.Type: ApplicationFiled: June 25, 2021Publication date: December 30, 2021Inventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Rangachari Anand, Meghan Hickey, Ajinkya Zadbuke, Neil Rohit Mallinar, Lucas Siler, Gregory Pelton, Chul Sung, Matthew Brian Cobb, Carmi Joseph Rothberg
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Publication number: 20210406264Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving a source document, applying one or more pre-processes to the source document to produce contextual information representative of the structure and content of the source document, and transforming the source document, based on the contextual information, to generate a question-and-answer searchable document.Type: ApplicationFiled: June 25, 2021Publication date: December 30, 2021Inventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Neil Rohit Mallinar, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Chul Sung
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Publication number: 20210406735Abstract: Disclosed are methods, systems, devices, apparatus, media, design structures, and other implementations, including a method that includes receiving, at a local device from a remote device, query data representative of a question relating to source content of a source document, and determining whether one or more pre-determined questions stored in a question-answer cache maintained at the local device matches the query data according to one or more matching criteria. The method further includes obtaining from the question-answer cache, in response to a determination that at least one of the pre-determined questions matches the query data received from the remote device, at least one answer data item, associated with at least one pre-determined question, corresponding to an answer to the question relating to the source content.Type: ApplicationFiled: June 25, 2021Publication date: December 30, 2021Inventors: David Nahamoo, Igor Roditis Jablokov, Vaibhava Goel, Etienne Marcheret, Ellen Eide Kislal, Steven John Rennie, Marie Wenzel Meteer, Soonthorn Ativanichayaphong, Joseph Allen Pruitt, John Pruitt, Bryan Dempsey, Gregory Pelton, Lucas Siler
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Patent number: 10380484Abstract: Systems and methods for training a neural network to optimize network performance, including sampling an applied dropout rate for one or more nodes of the network to evaluate a current generalization performance of one or more training models. An optimized annealing schedule may be generated based on the sampling, wherein the optimized annealing schedule includes an altered dropout rate configured to improve a generalization performance of the network. A number of nodes of the network may be adjusted in accordance with a dropout rate specified in the optimized annealing schedule. The steps may then be iterated until the generalization performance of the network is maximized.Type: GrantFiled: October 22, 2015Date of Patent: August 13, 2019Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Vaibhava Goel, Steven John Rennie, Samuel Thomas, Ewout van den Berg
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Patent number: 10373054Abstract: Systems and methods for training a neural network to optimize network performance, including sampling an applied dropout rate for one or more nodes of the network to evaluate a current generalization performance of one or more training models. An optimized annealing schedule may be generated based on the sampling, wherein the optimized annealing schedule includes an altered dropout rate configured to improve a generalization performance of the network. A number of nodes of the network may be adjusted in accordance with a dropout rate specified in the optimized annealing schedule. The steps may then be iterated until the generalization performance of the network is maximized.Type: GrantFiled: September 1, 2015Date of Patent: August 6, 2019Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATIONInventors: Vaibhava Goel, Steven John Rennie, Samuel Thomas, Ewout van den Berg
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Patent number: 9761221Abstract: According to some aspects, a method of classifying speech recognition results is provided, using a neural network comprising a plurality of interconnected network units, each network unit having one or more weight values, the method comprising using at least one computer, performing acts of providing a first vector as input to a first network layer comprising one or more network units of the neural network, transforming, by a first network unit of the one or more network units, the input vector to produce a plurality of values, the transformation being based at least in part on a plurality of weight values of the first network unit, sorting the plurality of values to produce a sorted plurality of values, and providing the sorted plurality of values as input to a second network layer of the neural network.Type: GrantFiled: August 20, 2015Date of Patent: September 12, 2017Assignee: Nuance Communications, Inc.Inventors: Steven John Rennie, Vaibhava Goel
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Publication number: 20170053644Abstract: According to some aspects, a method of classifying speech recognition results is provided, using a neural network comprising a plurality of interconnected network units, each network unit having one or more weight values, the method comprising using at least one computer, performing acts of providing a first vector as input to a first network layer comprising one or more network units of the neural network, transforming, by a first network unit of the one or more network units, the input vector to produce a plurality of values, the transformation being based at least in part on a plurality of weight values of the first network unit, sorting the plurality of values to produce a sorted plurality of values, and providing the sorted plurality of values as input to a second network layer of the neural network.Type: ApplicationFiled: August 20, 2015Publication date: February 23, 2017Applicant: Nuance Communications, Inc.Inventors: Steven John Rennie, Vaibhava Goel
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Publication number: 20160307098Abstract: Systems and methods for training a neural network to optimize network performance, including sampling an applied dropout rate for one or more nodes of the network to evaluate a current generalization performance of one or more training models. An optimized annealing schedule may be generated based on the sampling, wherein the optimized annealing schedule includes an altered dropout rate configured to improve a generalization performance of the network. A number of nodes of the network may be adjusted in accordance with a dropout rate specified in the optimized annealing schedule. The steps may then be iterated until the generalization performance of the network is maximized.Type: ApplicationFiled: October 22, 2015Publication date: October 20, 2016Inventors: Vaibhava Goel, Steven John Rennie, Samuel Thomas, Ewout van den Berg
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Publication number: 20160307096Abstract: Systems and methods for training a neural network to optimize network performance, including sampling an applied dropout rate for one or more nodes of the network to evaluate a current generalization performance of one or more training models. An optimized annealing schedule may be generated based on the sampling, wherein the optimized annealing schedule includes an altered dropout rate configured to improve a generalization performance of the network. A number of nodes of the network may be adjusted in accordance with a dropout rate specified in the optimized annealing schedule. The steps may then be iterated until the generalization performance of the network is maximized.Type: ApplicationFiled: September 1, 2015Publication date: October 20, 2016Inventors: Vaibhava Goel, Steven John Rennie, Samuel Thomas, Ewout van den Berg
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Patent number: 7664643Abstract: A method, and a system to execute this method is being presented for the identification and separation of sources of an acoustic signal, which signal contains a mixture of multiple simultaneous component signals. The method represents the signal with multiple discrete state-variable sequences and combines acoustic and context level dynamics to achieve the source separation. The method identifies sources by discovering those frames of the signal whose features are dominated by single sources. The signal may be the simultaneous speech of multiple speakers.Type: GrantFiled: August 25, 2006Date of Patent: February 16, 2010Assignees: Nuance Communications, Inc.Inventors: Ramesh Ambat Gopinath, John Randall Hershey, Trausti Thor Kristjansson, Peder Andreas Olsen, Steven John Rennie
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Publication number: 20080052074Abstract: A method, and a system to execute this method is being presented for the identification and separation of sources of an acoustic signal, which signal contains a mixture of multiple simultaneous component signals. The method represents the signal with multiple discrete state-variable sequences and combines acoustic and context level dynamics to achieve the source separation. The method identifies sources by discovering those frames of the signal whose features are dominated by single sources. The signal may be the simultaneous speech of multiple speakers.Type: ApplicationFiled: August 25, 2006Publication date: February 28, 2008Inventors: Ramesh Ambat Gopinath, John Randall Hershey, Trausti Thor Kristjansson, Peder Andreas Olsen, Steven John Rennie