====== Part-of-Speech Tagging ====== ===== Overviews ===== * [[https://web.stanford.edu/~jurafsky/slp3/8.pdf|Speech and Language Processing 3rd Ch 8 - Sequence Labeling for Parts of Speech and Named Entities]] ===== Papers ===== For recent papers, see [[http://nlpprogress.com/english/part-of-speech_tagging.html|NLP Progress - POS Tagging]]. * [[https://www.aclweb.org/anthology/J88-1003.pdf|DeRose 1988 - Grammatical Category Disambiguation by Statistical Optimization]] [[http://www.derose.net/steve/writings/dissertation/Diss.0.html|1990 Thesis]] * [[https://www.aclweb.org/anthology/A88-1019.pdf|Church 1988 - A Stochastic Parts Program and Noun Phrase Parser for Unrestricted Text]] One of the first statistical POS taggers, one of the papers that started the statistical/machine learning revolution in NLP * [[https://arxiv.org/pdf/cmp-lg/9406010.pdf|Brill 1994 - Some Advances in Transformation-Based Part of Speech Tagging]] The Brill tagger * [[https://arxiv.org/pdf/cmp-lg/9410018.pdf|Schmid 1994 - Part-of-Speech Tagging with Neural Networks]] * **[[https://www.aclweb.org/anthology/W96-0213.pdf|Ratnaparkhi 1996 - A Maximum-Entropy Model for Part-of-Speech Tagging]]** * [[https://www.jmlr.org/papers/volume12/collobert11a/collobert11a.pdf|Collobert et al 2011 - Natural Language Processing (Almost) from Scratch]] One of the tasks they did POS tagging * [[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.189.4714&rep=rep1&type=pdf|Manning 2011 - Part-of-Speech Tagging from 97% to 100%: Is It Time for Some Linguistics?]] * [[https://arxiv.org/pdf/1805.08237.pdf|Bohnet et al 2018 - Morphosyntactic Tagging with a Meta-BiLSTM Model over Context Sensitive Token Encodings]] State of the art POS tagger * Applications * [[https://arxiv.org/pdf/2305.15119.pdf|Muñoz-Ortiz & Vilares 2023 - Another Dead End for Morphological Tags? Perturbed Inputs and Parsing]]