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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

Showing 726750 of 4002 papers

TitleStatusHype
Learning Sense-Specific Static Embeddings using Contextualised Word Embeddings as a Proxy0
Neural Machine Translation for Tamil–Telugu Pair0
Decoding Word Embeddings with Brain-Based Semantic Features0
Word Equations: Inherently Interpretable Sparse Word Embeddings through Sparse Coding0
Data-Driven Detection of General Chiasmi Using Lexical and Semantic FeaturesCode0
Common Sense Bias in Semantic Role LabelingCode0
The Early Modern Dutch Mediascape. Detecting Media Mentions in Chronicles Using Word Embeddings and CRFCode0
BAHP: Benchmark of Assessing Word Embeddings in Historical Portuguese0
On the Cross-lingual Transferability of Contextualized Sense Embeddings0
Do not neglect related languages: The case of low-resource Occitan cross-lingual word embeddings0
Zero-Shot Cross-Lingual Transfer is a Hard Baseline to Beat in German Fine-Grained Entity Typing0
Monitoring geometrical properties of word embeddings for detecting the emergence of new topics.0
“Wikily” Supervised Neural Translation Tailored to Cross-Lingual Tasks0
Reinforced Counterfactual Data Augmentation for Dual Sentiment ClassificationCode0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? - A Reproduction Study0
Distilling Word Meaning in Context from Pre-trained Language ModelsCode0
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts0
UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings0
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection MethodCode0
Locality Preserving Sentence Encoding0
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference Resolution.Code0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
Named Entity Recognition in the Romanian Legal DomainCode0
discopy: A Neural System for Shallow Discourse ParsingCode1
Tracing variation in discourse connectives in translation and interpreting through neural semantic spaces0
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