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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

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Showing 51–100 of 351 papers

TitleStatusHype
Abusive and Threatening Language Detection in Urdu using Supervised Machine Learning and Feature Combinations—0
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies—0
BioRo: The Biomedical Corpus for the Romanian Language—0
bleu2vec: the Painfully Familiar Metric on Continuous Vector Space Steroids—0
Breaking the Fake News Barrier: Deep Learning Approaches in Bangla Language—0
An Evaluation of Lexicon-based Sentiment Analysis Techniques for the Plays of Gotthold Ephraim Lessing—0
Build Fast and Accurate Lemmatization for Arabic—0
Building a Lemmatizer and a Spell-checker for Sorani Kurdish—0
Building a multilingual parallel corpus for human users—0
Building Large Monolingual Dictionaries at the Leipzig Corpora Collection: From 100 to 200 Languages—0
CBNU System for SIGMORPHON 2019 Shared Task 2: a Pipeline Model—0
CELI: An Experiment with Cross Language Textual Entailment—0
DKPro Similarity: An Open Source Framework for Text Similarity—0
eFontes. Part of Speech Tagging and Lemmatization of Medieval Latin Texts.A Cross-Genre Survey—0
Corpora and Processing Tools for Non-standard Contemporary and Diachronic Balkan Slavic—0
ASOBEK at SemEval-2016 Task 1: Sentence Representation with Character N-gram Embeddings for Semantic Textual Similarity—0
Analysing cross-lingual transfer in lemmatisation for Indian languages—0
A Simple Joint Model for Improved Contextual Neural Lemmatization—0
Context based lemmatizer for Polish language—0
Context Aware Lemmatization and Morphological Tagging Method in Turkish—0
A set of open source tools for Turkish natural language processing—0
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 Lyon—0
Context Sensitive Lemmatization Using Two Successive Bidirectional Gated Recurrent Networks—0
Context Sensitive Neural Lemmatization with Lematus—0
Coreference Resolution in FreeLing 4.0—0
CoRoLa --- The Reference Corpus of Contemporary Romanian Language—0
Adapting the TTL Romanian POS Tagger to the Biomedical Domain—0
Counting What Counts: Decompounding for Keyphrase Extraction—0
CroDeriV: a new resource for processing Croatian morphology—0
Cross-Language Plagiarism Detection Methods—0
Attention-free encoder decoder for morphological processing—0
A data-driven approach to verbal multiword expression detection. PARSEME Shared Task system description paper—0
CUNI--Malta system at SIGMORPHON 2019 Shared Task on Morphological Analysis and Lemmatization in context: Operation-based word formation—0
CURE: Collection for Urdu Information Retrieval Evaluation and Ranking—0
Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER—0
Constraint 2021: Machine Learning Models for COVID-19 Fake News Detection Shared Task—0
Automated Identification of Disaster News For Crisis Management Using Machine Learning—0
Data-Driven Morphological Analysis for Uralic Languages—0
Automatically Acquired Lexical Knowledge Improves Japanese Joint Morphological and Dependency Analysis—0
Dealing with word-internal modification and spelling variation in data-driven lemmatization—0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian—0
Describing Language Variation in the Colophons of Armenian Manuscripts—0
Developing New Linguistic Resources and Tools for the Galician Language—0
Automatic Extraction of Synonyms for German Particle Verbs from Parallel Data with Distributional Similarity as a Re-Ranking Feature—0
Compounds and distributional thesauri—0
Development of email classifier in Brazilian Portuguese using feature selection for automatic response—0
Diachronic Parsing of Pre-Standard Irish—0
Distant Reading in Digital Humanities: Case Study on the Serbian Part of the ELTeC Collection—0
Distributional regularities of verbs and verbal adjectives: Treebank evidence and broader implications—0
A Resource for Studying Chatino Verbal Morphology—0
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