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
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;
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
DOI :
10.1109/ICSC.2010.40