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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 326350 of 351 papers

TitleStatusHype
Resource-Size matters: Improving Neural Named Entity Recognition with Optimized Large CorporaCode0
Imitation Learning for Neural Morphological String TransductionCode0
Revisiting NMT for Normalization of Early English LettersCode0
Improving Lemmatization of Non-Standard Languages with Joint LearningCode0
The Frankfurt Latin Lexicon: From Morphological Expansion and Word Embeddings to SemioGraphsCode0
An Automated Text Categorization Framework based on Hyperparameter OptimizationCode0
Unsupervised Lemmatization as Embeddings-Based Word ClusteringCode0
Integrated Sequence Tagging for Medieval Latin Using Deep Representation LearningCode0
Cross-lingual Named Entity Corpus for Slavic LanguagesCode0
IUCM at SemEval-2018 Task 11: Similar-Topic Texts as a Comprehension Knowledge SourceCode0
Cross-Lingual Lemmatization and Morphology Tagging with Two-Stage Multilingual BERT Fine-TuningCode0
Tagging and parsing of multidomain collectionsCode0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
Morpheus: A Neural Network for Jointly Learning Contextual Lemmatization and Morphological TaggingCode0
ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
Joint Learning of POS and Dependencies for Multilingual Universal Dependency ParsingCode0
Tree-Stack LSTM in Transition Based Dependency ParsingCode0
BanLemma: A Word Formation Dependent Rule and Dictionary Based Bangla LemmatizerCode0
Development of a Hindi LemmatizerCode0
Morphological parsing of low‑resource languagesCode0
Knowledge Authoring with Factual EnglishCode0
CMU-01 at the SIGMORPHON 2019 Shared Task on Crosslinguality and Context in MorphologyCode0
Morphological Tagging and Lemmatization of Albanian: A Manually Annotated Corpus and Neural ModelsCode0
A Study of fastText Word Embedding Effects in Document Classification in Bangla LanguageCode0
\'UFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
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