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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

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Showing 2801–2850 of 4002 papers

TitleStatusHype
BiLSTM-CRF for Persian Named-Entity Recognition ArmanPersoNERCorpus: the First Entity-Annotated Persian DatasetCode0
Can Domain Adaptation be Handled as Analogies?—0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus—0
DeepTC -- An Extension of DKPro Text Classification for Fostering Reproducibility of Deep Learning Experiments—0
Designing a Russian Idiom-Annotated Corpus—0
SemR-11: A Multi-Lingual Gold-Standard for Semantic Similarity and Relatedness for Eleven Languages—0
SenSALDO: Creating a Sentiment Lexicon for Swedish—0
The German Reference Corpus DeReKo: New Developments -- New Opportunities—0
Grapheme-level Awareness in Word Embeddings for Morphologically Rich Languages—0
SimPA: A Sentence-Level Simplification Corpus for the Public Administration Domain—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
Simulating ASR errors for training SLU systems—0
Finely Tuned, 2 Billion Token Based Word Embeddings for Portuguese—0
A Survey on Automatically-Constructed WordNets and their Evaluation: Lexical and Word Embedding-based Approaches—0
Bootstrapping Polar-Opposite Emotion Dimensions from Online Reviews—0
Knowing the Author by the Company His Words Keep—0
Multilingual Multi-class Sentiment Classification Using Convolutional Neural NetworksCode0
On the Vector Representation of Utterances in Dialogue Context—0
An Automatic Learning of an Algerian Dialect Lexicon by using Multilingual Word Embeddings—0
MGAD: Multilingual Generation of Analogy DatasetsCode0
A supervised approach to taxonomy extraction using word embeddings—0
Evaluation of Domain-specific Word Embeddings using Knowledge Resources—0
Handling Normalization Issues for Part-of-Speech Tagging of Online Conversational Text—0
Urdu Word EmbeddingsCode0
Constructing High Quality Sense-specific Corpus and Word Embedding via Unsupervised Elimination of Pseudo Multi-sense—0
Language adaptation experiments via cross-lingual embeddings for related languages—0
Lexical and Semantic Features for Cross-lingual Text Reuse Classification: an Experiment in English and Latin Paraphrases—0
All-words Word Sense Disambiguation Using Concept Embeddings—0
Word Embedding Approach for Synonym Extraction of Multi-Word TermsCode0
Ensemble Romanian Dependency Parsing with Neural Networks—0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities—0
Comparing Pretrained Multilingual Word Embeddings on an Ontology Alignment TaskCode0
Social Image Tags as a Source of Word Embeddings: A Task-oriented Evaluation—0
Word Embedding Evaluation Datasets and Wikipedia Title Embedding for Chinese—0
Joint Learning of Sense and Word Embeddings—0
Evaluation of Dictionary Creating Methods for Finno-Ugric Minority Languages—0
Hierarchical Density Order EmbeddingsCode1
Factors Influencing the Surprising Instability of Word EmbeddingsCode0
Automated Detection of Adverse Drug Reactions in the Biomedical Literature Using Convolutional Neural Networks and Biomedical Word Embeddings—0
DeepEmo: Learning and Enriching Pattern-Based Emotion RepresentationsCode0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Bilingual Embeddings with Random Walks over Multilingual Wordnets—0
Can Eye Movement Data Be Used As Ground Truth For Word Embeddings Evaluation?—0
NE-Table: A Neural key-value table for Named EntitiesCode0
Automated essay scoring with string kernels and word embeddings—0
Dynamic Meta-Embeddings for Improved Sentence RepresentationsCode0
A Deep Representation Empowered Distant Supervision Paradigm for Clinical Information Extraction—0
Probabilistic Word Association for Dialogue Act Classification with Recurrent Neural NetworksCode0
Utilizing Neural Networks and Linguistic Metadata for Early Detection of Depression Indications in Text SequencesCode1
LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification—0
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