SOTAVerified

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 125 of 351 papers

TitleStatusHype
Open-Source Web Service with Morphological Dictionary-Supplemented Deep Learning for Morphosyntactic Analysis of CzechCode3
DadmaTools: Natural Language Processing Toolkit for Persian LanguageCode2
Top2Vec: Distributed Representations of TopicsCode2
Lemmatization of Historical Old Literary Finnish Texts in Modern OrthographyCode1
TopicModel4J: A Java Package for Topic ModelsCode1
Opera Graeca Adnotata: Building a 34M+ Token Multilayer Corpus for Ancient GreekCode1
Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge DistillationCode1
HuSpaCy: an industrial-strength Hungarian natural language processing toolkitCode1
Neural Morphology Dataset and Models for Multiple Languages, from the Large to the EndangeredCode1
ParsiPy: NLP Toolkit for Historical Persian Texts in PythonCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Trankit: A Light-Weight Transformer-based Toolkit for Multilingual Natural Language ProcessingCode1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
Hybrid lemmatization in HuSpaCyCode1
Stanza: A Python Natural Language Processing Toolkit for Many Human LanguagesCode1
A State-of-the-Art Morphosyntactic Parser and Lemmatizer for Ancient GreekCode1
ELIT: Emory Language and Information ToolkitCode1
Exploring Large Language Models for Classical PhilologyCode1
KLPT – Kurdish Language Processing ToolkitCode1
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
A Gradient Boosting-Seq2Seq System for Latin POS Tagging and Lemmatization0
Adapting and evaluating a generic term extraction tool0
AGILe: The First Lemmatizer for Ancient Greek Inscriptions0
An efficient language independent toolkit for complete morphological disambiguation0
Acquisition of semantic relations between terms: how far can we get with standard NLP tools?0
Show:102550
← PrevPage 1 of 15Next →

No leaderboard results yet.