Accelerating Natural Language Processing for Applications in Pharmaceutical Research

被引:0
|
作者
Torfs, Bert [1 ]
机构
[1] Johnson & Johnson PRD, RnDIT, Syst Engn Technol Off, B-2340 Beerse, Belgium
关键词
NLP; Natural Language Processing; GRID; Indexing; Fact Extraction;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Extracting facts from text documents using NLP (Natural Language Processing) techniques is frequently used in enterprizes all over the world. This Study describes a technique for accelerating the NLP operations using a computer GRID. The attempt was made to tune this acceleration for a specific use case; namely to enable Pharmaceutical scientists with an ad hoc fact extraction, without the need for additional IT resources. The NLP operations, POS (Parts of Speech) tagging and NP (Noun Phrase) chunking, are followed by an indexing step and ends with a search step, that takes a query as input. The NLP operations for a certain (limited) set of input documents are executed in a node of the GRID. The index is created node-local and the search is performed over that index, compared to other approaches that index the complete corpus first and then start a search step. The main challenges were to chain the different NLP operations together, making use of open source packages, and to submit the NLP operations on the nodes of the GRID. It is seen that this approach accelerates the NLP operations and that it enables fact extraction from a continuously growing corpus.
引用
收藏
页码:145 / 149
页数:5
相关论文
共 50 条
  • [1] Accelerating Mixed Methods Research With Natural Language Processing of Big Text Data
    Chang, Tammy
    DeJonckheere, Melissa
    Vydiswaran, V. G. Vinod
    Li, Jiazhao
    Buis, Lorraine R.
    Guetterman, Timothy C.
    JOURNAL OF MIXED METHODS RESEARCH, 2021, 15 (03) : 398 - 412
  • [2] Natural Language Processing Technologies in Radiology Research and Clinical Applications
    Cai, Tianrun
    Giannopoulos, Andreas A.
    Yu, Sheng
    Kelil, Tatiana
    Ripley, Beth
    Kumamaru, Kanako K.
    Rybicki, Frank J.
    Mitsouras, Dimitrios
    RADIOGRAPHICS, 2016, 36 (01) : 176 - 191
  • [3] Editorial: Methods and applications of natural language processing in psychiatry research
    Wang, Li
    Li, Shuyan
    Chen, Hui
    Zhou, Yunyun
    FRONTIERS IN PSYCHIATRY, 2022, 13
  • [4] Clinical and research applications of natural language processing for heart failure
    Girouard, Michael P.
    Chang, Alex J.
    Liang, Yilin
    Hamilton, Steven A.
    Bhatt, Ankeet S.
    Svetlichnaya, Jana
    Fitzpatrick, Jesse K.
    Carey, Evan C. B.
    Avula, Harshith R.
    Adatya, Sirtaz
    Lee, Keane K.
    Solomon, Matthew D.
    Parikh, Rishi V.
    Go, Alan S.
    Ambrosy, Andrew P.
    HEART FAILURE REVIEWS, 2025, 30 (02) : 407 - 415
  • [5] Applications of natural language processing
    Blandon Andrade, Juan Carlos
    ENTRE CIENCIA E INGENIERIA, 2022, 16 (31): : 7 - 8
  • [6] Transforming epilepsy research: A systematic review on natural language processing applications
    Yew, Arister N. J.
    Schraagen, Marijn
    Otte, Willem M. M.
    van Diessen, Eric
    EPILEPSIA, 2023, 64 (02) : 292 - 305
  • [7] Applications of natural language processing in construction
    Ding, Yuexiong
    Ma, Jie
    Luo, Xiaowei
    AUTOMATION IN CONSTRUCTION, 2022, 136
  • [8] Natural language processing: fast forwarding research to the "good stuff" Natural language processing for nutrition
    Lindquist, Joseph M.
    AMERICAN JOURNAL OF CLINICAL NUTRITION, 2023, 117 (03): : 449 - 450
  • [9] BERT applications in natural language processing: a review
    Gardazi, Nadia Mushtaq
    Daud, Ali
    Malik, Muhammad Kamran
    Bukhari, Amal
    Alsahfi, Tariq
    Alshemaimri, Bader
    ARTIFICIAL INTELLIGENCE REVIEW, 2025, 58 (06)
  • [10] The Applications of Description Logics in Natural Language Processing
    Cheng Xian-Yi
    Cheng Chen
    Zhu Qian
    ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEMS AND MATERIAL ENGINEERING, PTS 1-7, 2011, 204-210 : 381 - +