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Lemmatization

Lemmatization is a process of determining a base or dictionary form (lemma) for a given surface form. Especially for languages with rich morphology it is important to be able to normalize words into their base forms to better support for example search engines and linguistic studies. Main difficulties in Lemmatization arise from encountering previously unseen words during inference time as well as disambiguating ambiguous surface forms which can be inflected variants of several different base forms depending on the context.

Source: Universal Lemmatizer: A Sequence to Sequence Model for Lemmatizing Universal Dependencies Treebanks

Papers

Showing 5175 of 351 papers

TitleStatusHype
AGILe: The First Lemmatizer for Ancient Greek Inscriptions0
An ELECTRA Model for Latin Token Tagging Tasks0
Towards the Creation of a Diachronic Corpus for Italian: A Case Study on the GDLI Quotations0
Analyse Automatique de l’Ancien Arménien. Évaluation d’une méthode hybride « dictionnaire » et « réseau de neurones » sur un Extrait de l’Adversus Haereses d’Irénée de Lyon0
Distant Reading in Digital Humanities: Case Study on the Serbian Part of the ELTeC Collection0
TArC: Tunisian Arabish Corpus, First complete release0
ZAEBUC: An Annotated Arabic-English Bilingual Writer Corpus0
Abusive and Threatening Language Detection in Urdu using Supervised Machine Learning and Feature Combinations0
The 2021 Urdu Fake News Detection Task using Supervised Machine Learning and Feature Combinations0
Supervised and Unsupervised Categorization of an Imbalanced Italian Crime News Dataset0
HuSpaCy: an industrial-strength Hungarian natural language processing toolkitCode1
ELIT: Emory Language and Information ToolkitCode1
Morphological Analysis Corpus Construction of Uyghur0
Linguistic change and historical periodization of Old Literary Finnish0
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge0
The Reading Machine: A Versatile Framework for Studying Incremental Parsing Strategies0
POS tagging, lemmatization and dependency parsing of West Frisian0
Lemmatization of Historical Old Literary Finnish Texts in Modern OrthographyCode1
A Case Study of Spanish Text Transformations for Twitter Sentiment Analysis0
Évaluation de méthodes et d’outils pour la lemmatisation automatique du français médiéval (Evaluation of methods and tools for automatic lemmatization in Old French)0
How low is too low? A monolingual take on lemmatisation in Indian languages0
Neural Morphology Dataset and Models for Multiple Languages, from the Large to the EndangeredCode1
Learning to Lemmatize in the Word Representation Space0
Named Entity Recognition and Linking Augmented with Large-Scale Structured Data0
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