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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
Enhancing Sequence-to-Sequence Neural Lemmatization with External ResourcesCode0
Stylistic Fingerprints, POS-tags and Inflected Languages: A Case Study in PolishCode0
Tagging and parsing of multidomain collectionsCode0
The Frankfurt Latin Lexicon: From Morphological Expansion and Word Embeddings to SemioGraphsCode0
From Text to Lexicon: Bridging the Gap between Word Embeddings and Lexical ResourcesCode0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
Training Data Augmentation for Context-Sensitive Neural Lemmatization Using Inflection Tables and Raw TextCode0
Tree-Stack LSTM in Transition Based Dependency ParsingCode0
Cross-Lingual Lemmatization and Morphology Tagging with Two-Stage Multilingual BERT Fine-TuningCode0
Unsupervised Lemmatization as Embeddings-Based Word ClusteringCode0
Cross-lingual Named Entity Corpus for Slavic LanguagesCode0
Imitation Learning for Neural Morphological String TransductionCode0
DBTagger: Multi-Task Learning for Keyword Mapping in NLIDBs Using Bi-Directional Recurrent Neural NetworksCode0
Grammatical gender associations outweigh topical gender bias in crosslinguistic word embeddingsCode0
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically-Rich Languages with BRNNsCode0
CMU-01 at the SIGMORPHON 2019 Shared Task on Crosslinguality and Context in MorphologyCode0
Development of a Hindi LemmatizerCode0
Revisiting NMT for Normalization of Early English LettersCode0
CELI: An Experiment with Cross Language Textual Entailment0
CBNU System for SIGMORPHON 2019 Shared Task 2: a Pipeline Model0
ANNLOR: A Na\" Notation-system for Lexical Outputs Ranking0
Building Large Monolingual Dictionaries at the Leipzig Corpora Collection: From 100 to 200 Languages0
Building a multilingual parallel corpus for human users0
An Extensible Multilingual Open Source Lemmatizer0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
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