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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 101125 of 351 papers

TitleStatusHype
An efficient language independent toolkit for complete morphological disambiguation0
Do we need bigram alignment models? On the effect of alignment quality on transduction accuracy in G2P0
Acquisition of semantic relations between terms: how far can we get with standard NLP tools?0
ECNU at SemEval-2017 Task 4: Evaluating Effective Features on Machine Learning Methods for Twitter Message Polarity Classification0
eFontes. Part of Speech Tagging and Lemmatization of Medieval Latin Texts.A Cross-Genre Survey0
E-law Module Supporting Lawyers in the Process of Knowledge Discovery from Legal Documents0
A Case Study of Spanish Text Transformations for Twitter Sentiment Analysis0
EmpiriST Corpus 2.0: Adding Manual Normalization, Lemmatization and Semantic Tagging to a German Web and CMC Corpus0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge0
English-French Document Alignment Based on Keywords and Statistical Translation0
Enhancing Lemmatization for Mongolian and its Application to Statistical Machine Translation0
Developing New Linguistic Resources and Tools for the Galician Language0
Automatic Extraction of Synonyms for German Particle Verbs from Parallel Data with Distributional Similarity as a Re-Ranking Feature0
ENIAM: Categorial Syntactic-Semantic Parser for Polish0
Enrichir et raisonner sur des espaces s\'emantiques pour l'attribution de mots-cl\'es (Enriching and reasoning on semantic spaces for keyword extraction) [in French]0
Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing0
Evaluating Diversity of Multiword Expressions in Annotated Text0
Evaluating Lemmatization Models for Machine-Assisted Corpus-Dictionary Linkage0
Describing Language Variation in the Colophons of Armenian Manuscripts0
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
Evaluation of Finite State Morphological Analyzers Based on Paradigm Extraction from Wiktionary0
Evaluation of the Accuracy of the BGLemmatizer0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
Exploring Properties of Intralingual and Interlingual Association Measures Visually0
Automatic Categorization of Tagalog Documents Using Support Vector Machines0
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