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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 201250 of 351 papers

TitleStatusHype
RACAI's Natural Language Processing pipeline for Universal Dependencies0
Realignment from Finer-grained Alignment to Coarser-grained Alignment to Enhance Mongolian-Chinese SMT0
Recent advancements in computational morphology : A comprehensive survey0
Recycling and Comparing Morphological Annotation Models for Armenian Diachronic-Variational Corpus Processing0
Robustness of sentence length measures in written texts0
ROMBAC: The Romanian Balanced Annotated Corpus0
Rule-based Automatic Multi-word Term Extraction and Lemmatization0
SAMAR: A System for Subjectivity and Sentiment Analysis of Arabic Social Media0
SentiArabic: A Sentiment Analyzer for Standard Arabic0
Services for text simplification and analysis0
Sharing Cultural Heritage: the Clavius on the Web Project0
Sigmorphon 2019 Task 2 system description paper: Morphological analysis in context for many languages, with supervision from only a few0
Simultaneous Word-Morpheme Alignment for Statistical Machine Translation0
SinaTools: Open Source Toolkit for Arabic Natural Language Processing0
Social Media Personal Event Notifier Using NLP and Machine Learning0
Spelling Correction for Morphologically Rich Language: a Case Study of Russian0
SSA-UO: Unsupervised Sentiment Analysis in Twitter0
Statistical Parsing of Spanish and Data Driven Lemmatization0
Still not there? Comparing Traditional Sequence-to-Sequence Models to Encoder-Decoder Neural Networks on Monotone String Translation Tasks0
Supervised and Unsupervised Categorization of an Imbalanced Italian Crime News Dataset0
SU-RUG at the CoNLL-SIGMORPHON 2017 shared task: Morphological Inflection with Attentional Sequence-to-Sequence Models0
Synergistic Union of Word2Vec and Lexicon for Domain Specific Semantic Similarity0
TArC: Tunisian Arabish Corpus First complete release0
TArC: Tunisian Arabish Corpus, First complete release0
TartuNLP @ SIGTYP 2024 Shared Task: Adapting XLM-RoBERTa for Ancient and Historical Languages0
The 2021 Urdu Fake News Detection Task using Supervised Machine Learning and Feature Combinations0
The annotation of the C-ORAL-BRASIL oral through the implementation of the Palavras Parser0
The CMU Machine Translation Systems at WMT 20140
The COPLE2 corpus: a learner corpus for Portuguese0
The effect of stemming and lemmatization on Portuguese fake news text classification0
The Effects of Syntactic Features in Automatic Prediction of Morphology0
The First Cross-Lingual Challenge on Recognition, Normalization, and Matching of Named Entities in Slavic Languages0
The Floating Arabic Dictionary: An Automatic Method for Updating a Lexical Database through the Detection and Lemmatization of Unknown Words0
The goo300k corpus of historical Slovene0
The GW/UMD CLPsych 2016 Shared Task System0
The impact of simple feature engineering in multilingual medical NER0
The IPR-cleared Corpus of Contemporary Written and Spoken Romanian Language0
The Kyoto University Cross-Lingual Pronoun Translation System0
The Netlog Corpus. A Resource for the Study of Flemish Dutch Internet Language0
The Political Speech Corpus of Bulgarian0
The Power of Language Music: Arabic Lemmatization through Patterns0
The Reading Machine: A Versatile Framework for Studying Incremental Parsing Strategies0
The SETimes.HR Linguistically Annotated Corpus of Croatian0
The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflection0
The SYN-series corpora of written Czech0
The Use of Text Alignment in Semi-Automatic Error Analysis: Use Case in the Development of the Corpus of the Latvian Language Learners0
Tokenizing, POS Tagging, Lemmatizing and Parsing UD 2.0 with UDPipe0
To lemmatize or not to lemmatize: how word normalisation affects ELMo performance in word sense disambiguation0
Tolerant BLEU: a Submission to the WMT14 Metrics Task0
Towards an automatic identification of chiasmus of words (Vers une identification automatique du chiasme de mots) [in French]0
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