English

Paraphrasing, textual entailment, and semantic similarity above word level

Computation and Language 2022-08-11 v1

Abstract

This dissertation explores the linguistic and computational aspects of the meaning relations that can hold between two or more complex linguistic expressions (phrases, clauses, sentences, paragraphs). In particular, it focuses on Paraphrasing, Textual Entailment, Contradiction, and Semantic Similarity. In Part I: "Similarity at the Level of Words and Phrases", I study the Distributional Hypothesis (DH) and explore several different methodologies for quantifying semantic similarity at the levels of words and short phrases. In Part II: "Paraphrase Typology and Paraphrase Identification", I focus on the meaning relation of paraphrasing and the empirical task of automated Paraphrase Identification (PI). In Part III: "Paraphrasing, Textual Entailment, and Semantic Similarity", I present a novel direction in the research on textual meaning relations, resulting from joint research carried out on on paraphrasing, textual entailment, contradiction, and semantic similarity.

Keywords

Cite

@article{arxiv.2208.05387,
  title  = {Paraphrasing, textual entailment, and semantic similarity above word level},
  author = {Venelin Kovatchev},
  journal= {arXiv preprint arXiv:2208.05387},
  year   = {2022}
}

Comments

This PhD thesis was successfully defended at the University of Barcelona in July 2020