2018 Singapore Symposium on NLP

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Consolidating Textual Information

Prof Ido Dagan, Bar Ilan University, Iseral

Consolidation information motivation:

  • redundancy
  • scattered information

Framework

input texts -> natural knowledge representation ->

structured knowledge graphs/ontology

Open IE
QA-SRL

coreference

Summary


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Syncretizing Strcutured and Learned Representation

By Noah A. Smith

NL semantics: two operationalizations

  1. Dependencies
  2. Spans

Linguistic Strcuture Prediction


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Towards Content-based Essay Scoring

Vincent Ng

Holistic scoring
corpora:

  • Automated Student Assessment Prize
  • TOEFL

Approaches

  • Regression. classification, preference ranking
    • Argument features
    • prompt-independent features
  • Neural models

Main idea: instead of a holistic score, split into many dimensions

  • Persuasive argument scoring
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