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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 3851–3900 of 4002 papers

TitleStatusHype
MetaLDA: a Topic Model that Efficiently Incorporates Meta informationCode0
Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed EmbeddingsCode0
CBOW Is Not All You Need: Combining CBOW with the Compositional Matrix Space ModelCode0
Word Embeddings and Convolutional Neural Network for Arabic Sentiment ClassificationCode0
Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High GermanCode0
Understanding Composition of Word Embeddings via Tensor DecompositionCode0
Grammatical Error Detection Using Error- and Grammaticality-Specific Word EmbeddingsCode0
Grammatical gender associations outweigh topical gender bias in crosslinguistic word embeddingsCode0
Quasi-orthonormal Encoding for Machine Learning ApplicationsCode0
Graph-based Clustering for Detecting Semantic Change Across Time and LanguagesCode0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Are We Consistently Biased? Multidimensional Analysis of Biases in Distributional Word VectorsCode0
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase GenerationCode0
Caveats of Measuring Semantic Change of Cognates and Borrowings using Multilingual Word EmbeddingsCode0
Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional NetworksCode0
Causally Denoise Word Embeddings Using Half-Sibling RegressionCode0
Categorical Metadata Representation for Customized Text ClassificationCode0
MGAD: Multilingual Generation of Analogy DatasetsCode0
Query-by-Example Search with Discriminative Neural Acoustic Word EmbeddingsCode0
Graph-of-Tweets: A Graph Merging Approach to Sub-event IdentificationCode0
CARER: Contextualized Affect Representations for Emotion RecognitionCode0
AWE-CM Vectors: Augmenting Word Embeddings with a Clinical MetathesaurusCode0
MICE: Mining Idioms with Contextual EmbeddingsCode0
Think Globally, Embed Locally --- Locally Linear Meta-embedding of WordsCode0
Mimicking Word Embeddings using Subword RNNsCode0
Guided Open Vocabulary Image Captioning with Constrained Beam SearchCode0
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language ModelsCode0
Solving ARC visual analogies with neural embeddings and vector arithmetic: A generalized methodCode0
Query Focused Multi-document Summarisation of Biomedical TextsCode0
Query Focused Multi-document Summarisation of Biomedical Texts: Macquarie Universiy and the Australian National University at BioASQ8bCode0
Using natural language processing techniques to extract information on the properties and functionalities of energetic materials from large text corporaCode0
GX at SemEval-2021 Task 2: BERT with Lemma Information for MCL-WiC TaskCode0
Analyzing Continuous Semantic Shifts with Diachronic Word Similarity MatricesCode0
MIPA: Mutual Information Based Paraphrase Acquisition via Bilingual PivotingCode0
AutoSUM: Automating Feature Extraction and Multi-user Preference Simulation for Entity SummarizationCode0
Word Ordering as Unsupervised Learning Towards Syntactically Plausible Word RepresentationsCode0
Misspelling Oblivious Word EmbeddingsCode0
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource LanguagesCode0
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector SpacesCode0
Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue systemCode0
A Deep Relevance Model for Zero-Shot Document FilteringCode0
WordRank: Learning Word Embeddings via Robust RankingCode0
HCU400: An Annotated Dataset for Exploring Aural Phenomenology Through Causal UncertaintyCode0
"Thy algorithm shalt not bear false witness": An Evaluation of Multiclass Debiasing Methods on Word EmbeddingsCode0
Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vecCode0
Zero-Shot Learning for Requirements Classification: An Exploratory StudyCode0
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(n^6) down to O(n^3)Code0
HHMM at SemEval-2019 Task 2: Unsupervised Frame Induction using Contextualized Word EmbeddingsCode0
Automation of Citation Screening for Systematic Literature Reviews using Neural Networks: A Replicability StudyCode0
Automatic Morpheme Segmentation and Labeling in Universal Dependencies ResourcesCode0
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