Identification of argumentation acts
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Identification of argumentation acts. Berariu Tudor Danciu Alin Sorici Alexandru. Contents. Software architecture specification Typical dataflow Algorithms Technologies. Software architecture specification. Process flow. Algorithms. Maximum Entropy and SVM classifier

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Identification of argumentation acts

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Identification of argumentation acts

Identification of argumentation acts

Berariu Tudor

DanciuAlin

SoriciAlexandru


Contents

Contents

Software architecture specification

Typical dataflow

Algorithms

Technologies


Software architecture specification

Software architecture specification


Process flow

Process flow


Algorithms

Algorithms

Maximum Entropy and SVM classifier

Bayesian Classifier (with chosen features)

Learning algorithm (neural networks)


Algorithms1

Algorithms

  • Features for argument identification

    • Adverbs (POS Tagger)

    • Verbs (POS Tagger)

    • Text statistics

    • Punctuation

    • Key words

    • Parse features


Algorithms2

Algorithms

  • Argument segmentation:

    • Semantic distance (WordNet)

    • Similarity function based on the similarities between words


Algorithms3

Algorithms

  • Argument classification(SVM):

    • Type of Subject (POS Tagger)

    • Type of Main Verb (POS Tagger)

    • Article reference

    • Key patterns

    • Absolute location


Technologies

Technologies

Corpus used : Araucaria

Language : python and C

NLTK, Araucaria scheme library


Resources

Resources

Argumentation Mining: The Detection, Classification and

Structuring of Arguments in Text - Raquel MochalesPalau, Marie-Francine Moens

Study on the Structure of Argumentation in Case Law - Raquel Mochales Palau, Marie-Francine Moens

Creating an argumentation corpus: do theories apply to

real arguments? - Raquel Mochales Palau, AagjeIeven

Argumentation in Artificial Intelligence – IyadRahwan, Gullermo R. Simari


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