Statistical Significance Testing for Natural Language Processing

       Synthesis Lectures on Human Language Technologies

      Editor

      Graeme Hirst, University of Toronto

      Synthesis Lectures on Human Language Technologies is edited by Graeme Hirst of the University of Toronto. The series consists of 50- to 150-page monographs on topics relating to natural language processing, computational linguistics, information retrieval, and spoken language understanding. Emphasis is on important new techniques, on new applications, and on topics that combine two or more HLT subfields.

      Statistical Significance Testing for Natural Language Processing

      Rotem Dror, Lotem Peled-Cohen, Segev Shlomov, and Roi Reichart

      2020

      Deep Learning Approaches to Text Production

      Shashi Narayan and Claire Gardent

      2020

      Linguistic Fundamentals for Natural Language Processing II: 100 Essentials from Semantics to Pragmatics

      Emily M. Bender and Alex Lascarides

      2019

      Cross-Lingual Word Embeddings

      Anders Søgaard, Ivan Vulić, Sebastian Ruder, and Manaal Faruqui

      2019

      Bayesian Analysis in Natural Language Processing, Second Edition

      Shay Cohen

      2019

      Argumentation Mining

      Manfred Stede and Jodi Schneider

      2018

      Quality Estimation for Machine Translation

      Lucia Specia, Carolina Scarton, and Gustavo Henrique Paetzold

      2018

      Natural Language Processing for Social Media, Second Edition

      Atefeh Farzindar and Diana Inkpen

      2017

      Automatic Text Simplification

      Horacio Saggion

      2017

      Neural Network Methods for Natural Language Processing

      Yoav Goldberg

      2017

      Syntax-based Statistical Machine Translation

      Philip Williams, Rico Sennrich, Matt Post, and Philipp Koehn

      2016

      Domain-Sensitive Temporal Tagging

      Jannik Strötgen and Michael Gertz

      2016

      Linked Lexical Knowledge Bases: Foundations and Applications

      Iryna Gurevych, Judith Eckle-Kohler, and Michael Matuschek

      2016

      Bayesian Analysis in Natural Language Processing

      Shay Cohen

      2016

      Metaphor: A Computational Perspective

      Tony Veale, Ekaterina Shutova, and Beata Beigman Klebanov

      2016

      Grammatical Inference for Computational Linguistics

      Jeffrey Heinz, Colin de la Higuera, and Menno van Zaanen

      2015

      Automatic Detection of Verbal Deception

      Eileen Fitzpatrick, Joan Bachenko, and Tommaso Fornaciari

      2015

      Natural Language Processing for Social Media

      Atefeh Farzindar and Diana Inkpen

      2015

      Semantic Similarity from Natural Language and Ontology Analysis

      Sébastien Harispe, Sylvie Ranwez, Stefan Janaqi, and Jacky Montmain

      2015

      Learning to Rank for Information Retrieval and Natural Language Processing, Second Edition

      Hang Li

      2014

      Ontology-Based Interpretation of Natural Language

      Philipp Cimiano, Christina Unger, and John McCrae

      2014

      Automated Grammatical Error Detection for Language Learners, Second Edition

      Claudia Leacock, Martin Chodorow, Michael Gamon, and Joel Tetreault

      2014

      Web Corpus Construction

      Roland Schäfer and Felix Bildhauer

      2013

      Recognizing Textual Entailment: Models and Applications

      Ido Dagan, Dan Roth, Mark Sammons, and Fabio Massimo Zanzotto

      2013

      Linguistic Fundamentals for Natural Language Processing: 100 Essentials from Morphology and Syntax

      Emily M. Bender

      2013

      Semi-Supervised Learning and Domain Adaptation in Natural Language Processing

      Anders Søgaard

      2013

      Semantic Relations Between Nominals

      Vivi Nastase, Preslav Nakov, Diarmuid Ó Séaghdha, and Stan Szpakowicz

      2013

      Computational Modeling of Narrative

      Inderjeet Mani

      2012

      Natural Language Processing for Historical Texts

      Michael Piotrowski

      2012

      Sentiment Analysis and Opinion Mining

      Bing Liu

      2012

      Discourse Processing

      Manfred Stede

      2011

      Bitext Alignment

      Jörg Tiedemann

      2011

      Linguistic Structure Prediction

      Noah A. Smith

      2011

      Learning to Rank for Information Retrieval and Natural Language Processing

      Hang Li

      2011

      Computational Modeling of Human Language Acquisition

      Afra Alishahi

      2010

      Introduction to Arabic Natural Language Processing

      Nizar Y. Habash

      2010

      Cross-Language Information Retrieval

      Jian-Yun Nie

      2010

      Automated Grammatical Error Detection for Language Learners

      Claudia Leacock, Martin Chodorow, Michael Gamon, and Joel Tetreault

      2010

      Data-Intensive Text Processing with MapReduce

      Jimmy Lin and Chris Dyer

      2010

      Semantic