• DocumentCode
    2971968
  • Title

    TAKE Scientist´s Workbench: Semantic Search and Citation-Based Visual Navigation in Scholar Papers

  • Author

    Schäfer, Ulrich ; Spurk, Christian

  • Author_Institution
    Language Technol. Lab., German Res. Center for Artificial Intell. (DFKI), Saarbrücken, Germany
  • fYear
    2010
  • fDate
    22-24 Sept. 2010
  • Firstpage
    317
  • Lastpage
    324
  • Abstract
    We report on recent advances in the project TAKE on the Scientist´s Workbench, a platform demonstrating the use of natural language processing (NLP) to support scientists or other knowledge workers in fast and better access to digital document content. We focus on sentence-wise NLP analysis of electronically available scientific paper texts. With the generated NLP annotations, we are able to provide two important, novel applications, (1) robust semantic search in paper content and (2) document navigation based on citation classification. In contrast to previous work, we now provide semantic search on the full textual content of scientific papers instead of just abstracts and use a fall-back strategy to maximize NLP robustness on every sentence. We extend the workbench with a novel visualization and navigation facility that aims at helping scientists to quickly adapt to research fields and topics. It is based on NLP-assisted classification of citation sentences to compute a browsable, typed citation graph.
  • Keywords
    citation analysis; document handling; natural language processing; NLP robustness; NLP-assisted classification; TAKE scientist workbench; citation classification; citation sentence; citation-based visual navigation; digital document content; document navigation; fall-back strategy; full textual content; natural language processing; navigation facility; robust semantic search; scholar papers; scientific paper; sentence-wise NLP analysis; typed citation graph; visualization; Accuracy; Data mining; Indexes; Navigation; Robustness; Semantics; Syntactics; Citation Analysis; HPSG; MRS; NLP; PDF; Parsing; RASP; RMRS; Scientist´s Workbench; Semantic Search; TAKE; e-science; science; scientific papers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Semantic Computing (ICSC), 2010 IEEE Fourth International Conference on
  • Conference_Location
    Pittsburgh, PA
  • Print_ISBN
    978-1-4244-7912-2
  • Electronic_ISBN
    978-0-7695-4154-9
  • Type

    conf

  • DOI
    10.1109/ICSC.2010.40
  • Filename
    5629290