GB2625485A - Wide and deep network for language detection using hash embeddings - Google Patents

Wide and deep network for language detection using hash embeddings Download PDF

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Publication number
GB2625485A
GB2625485A GB2404718.5A GB202404718A GB2625485A GB 2625485 A GB2625485 A GB 2625485A GB 202404718 A GB202404718 A GB 202404718A GB 2625485 A GB2625485 A GB 2625485A
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United Kingdom
Prior art keywords
gram
vector
embedding
grams
sequence
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
GB2404718.5A
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English (en)
Other versions
GB202404718D0 (en
Inventor
Tien Vu Thanh
Zaremoodi Poorya
Vu Duy
Edward Johnson Mark
Zhong Xu
Blinov Vladislav
Duy Vu Hoang Cong
Hong Yu-Heng
Goel Vinamr
Victor Orgren Philip
Phani Kumar Gadde Srinivasa
Vishnoi Vishal
Long Duong Thanh
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Oracle International Corp
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Oracle International Corp
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Publication of GB202404718D0 publication Critical patent/GB202404718D0/en
Publication of GB2625485A publication Critical patent/GB2625485A/en
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/284—Lexical analysis, e.g. tokenisation or collocates
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/31—Indexing; Data structures therefor; Storage structures
    • G06F16/316—Indexing structures
    • G06F16/325—Hash tables
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33—Querying
    • G06F16/332—Query formulation
    • G06F16/3329—Natural language query formulation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/263—Language identification
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/30—Semantic analysis
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/02—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • Human Computer Interaction (AREA)
  • Software Systems (AREA)
  • Machine Translation (AREA)
  • Error Detection And Correction (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
GB2404718.5A 2021-11-08 2022-11-07 Wide and deep network for language detection using hash embeddings Pending GB2625485A (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202163263728P 2021-11-08 2021-11-08
US18/052,694 US12602545B2 (en) 2021-11-08 2022-11-04 Wide and deep network for language detection using hash embeddings
PCT/US2022/049164 WO2023081483A1 (en) 2021-11-08 2022-11-07 Wide and deep network for language detection using hash embeddings

Publications (2)

Publication Number Publication Date
GB202404718D0 GB202404718D0 (en) 2024-05-15
GB2625485A true GB2625485A (en) 2024-06-19

Family

ID=86230305

Family Applications (1)

Application Number Title Priority Date Filing Date
GB2404718.5A Pending GB2625485A (en) 2021-11-08 2022-11-07 Wide and deep network for language detection using hash embeddings

Country Status (6)

Country Link
US (1) US12602545B2 (OSRAM)
JP (1) JP2024540387A (OSRAM)
KR (1) KR20240096829A (OSRAM)
CN (1) CN118215920A (OSRAM)
GB (1) GB2625485A (OSRAM)
WO (1) WO2023081483A1 (OSRAM)

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12512187B2 (en) * 2023-02-02 2025-12-30 Tempus Ai, Inc. Sparse N-gram modeling for patient-entity relation extraction
US20240281889A1 (en) 2023-02-20 2024-08-22 State Farm Mutual Automobile Insurance Company Artificial intelligence (ai) to aid underwriting and insurance agents
US12332928B2 (en) 2023-02-24 2025-06-17 State Farm Mutual Automobile Insurance Company Systems and methods for analysis of user telematics data using generative AI
US20240331068A1 (en) 2023-04-03 2024-10-03 State Farm Mutual Automobile Insurance Company Artificial Intelligence for Flood Monitoring and Remediation Provider Notification
US12567115B2 (en) 2023-06-06 2026-03-03 State Farm Mutual Automobile Insurance Company Chatbot for reviewing insurance claims complaints
US20240427990A1 (en) * 2023-06-20 2024-12-26 Nvidia Corporation Text normalization and inverse text normalization for multi-lingual language models

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170300691A1 (en) * 2014-09-24 2017-10-19 Jason R. Upchurch Technologies for software basic block similarity analysis
US20190019503A1 (en) * 2016-12-19 2019-01-17 Asapp, Inc. Word hash language model
CN110955745A (zh) * 2019-10-16 2020-04-03 宁波大学 一种基于深度学习的文本哈希检索方法
US20210294781A1 (en) * 2020-03-23 2021-09-23 Sorcero, Inc. Feature engineering with question generation

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4962483B2 (ja) * 2008-12-19 2012-06-27 日本電気株式会社 情報処理装置
US9111095B2 (en) * 2012-08-29 2015-08-18 The Johns Hopkins University Apparatus and method for identifying similarity via dynamic decimation of token sequence n-grams
US9483768B2 (en) * 2014-08-11 2016-11-01 24/7 Customer, Inc. Methods and apparatuses for modeling customer interaction experiences
WO2018071594A1 (en) * 2016-10-11 2018-04-19 Talla, Inc. Systems, apparatus, and methods for platform-agnostic message processing
US10984340B2 (en) * 2017-03-31 2021-04-20 Intuit Inc. Composite machine-learning system for label prediction and training data collection
US10963273B2 (en) * 2018-04-20 2021-03-30 Facebook, Inc. Generating personalized content summaries for users
US11106873B2 (en) * 2019-01-22 2021-08-31 Sap Se Context-based translation retrieval via multilingual space
US20210042800A1 (en) * 2019-08-06 2021-02-11 Hewlett Packard Enterprise Development Lp Systems and methods for predicting and optimizing the probability of an outcome event based on chat communication data
US11741306B2 (en) * 2019-12-18 2023-08-29 Microsoft Technology Licensing, Llc Controllable grounded text generation
US10997179B1 (en) * 2019-12-26 2021-05-04 Snowflake Inc. Pruning index for optimization of pattern matching queries
US10909461B1 (en) * 2020-05-08 2021-02-02 Google Llc Attention neural networks with locality-sensitive hashing
CN114254660A (zh) * 2020-09-22 2022-03-29 北京三星通信技术研究有限公司 多模态翻译方法、装置、电子设备及计算机可读存储介质
US11875128B2 (en) * 2021-06-28 2024-01-16 Ada Support Inc. Method and system for generating an intent classifier

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170300691A1 (en) * 2014-09-24 2017-10-19 Jason R. Upchurch Technologies for software basic block similarity analysis
US20190019503A1 (en) * 2016-12-19 2019-01-17 Asapp, Inc. Word hash language model
CN110955745A (zh) * 2019-10-16 2020-04-03 宁波大学 一种基于深度学习的文本哈希检索方法
US20210294781A1 (en) * 2020-03-23 2021-09-23 Sorcero, Inc. Feature engineering with question generation

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
CAOJIN ZHANG et al; "Model Size Reduction Using Frequency Based Double Hashing for Recommender Systems", arXiv:2007.14523, July 2020, pp.1-8 [retrieved on 2023.03.23]. Retrieved from <https://arxiv.org/abs/2007.14523> pages 1-7 (20200 *

Also Published As

Publication number Publication date
GB202404718D0 (en) 2024-05-15
WO2023081483A1 (en) 2023-05-11
US20230141853A1 (en) 2023-05-11
US12602545B2 (en) 2026-04-14
KR20240096829A (ko) 2024-06-26
CN118215920A (zh) 2024-06-18
JP2024540387A (ja) 2024-10-31

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