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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 19011950 of 4002 papers

TitleStatusHype
Initial Experiments in Data-Driven Morphological Analysis for Finnish0
Injecting Wiktionary to improve token-level contextual representations using contrastive learning0
Deriving continous grounded meaning representations from referentially structured multimodal contexts0
Inline Detection of Domain Generation Algorithms with Context-Sensitive Word Embeddings0
It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution0
Jabberwocky Parsing: Dependency Parsing with Lexical Noise0
Derivational Morphological Relations in Word Embeddings0
Derivational Morphological Relations in Word Embeddings0
Cross-lingual Word Embeddings beyond Zero-shot Machine Translation0
Inspecting the concept knowledge graph encoded by modern language models0
Instantiation0
Integrating Dictionary Feature into A Deep Learning Model for Disease Named Entity Recognition0
Integrating Distributional Lexical Contrast into Word Embeddings for Antonym-Synonym Distinction0
Cross-Lingual Word Embeddings for Low-Resource Language Modeling0
Integrating Lexical Knowledge in Word Embeddings using Sprinkling and Retrofitting0
Integrating Pause Information with Word Embeddings in Language Models for Alzheimer's Disease Detection from Spontaneous Speech0
Integrating Reviews into Personalized Ranking for Cold Start Recommendation0
Cross-lingual Word Embeddings in Hyperbolic Space0
BERT-based Ranking for Biomedical Entity Normalization0
Integrating Social Media into a Pan-European Flood Awareness System: A Multilingual Approach0
Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs0
Integration of Domain Knowledge using Medical Knowledge Graph Deep Learning for Cancer Phenotyping0
Explainable Depression Detection with Multi-Modalities Using a Hybrid Deep Learning Model on Social Media0
Automated Preamble Detection in Dictated Medical Reports0
Interactive Re-Fitting as a Technique for Improving Word Embeddings0
Cross-lingual Word Sense Disambiguation using mBERT Embeddings with Syntactic Dependencies0
Interdependencies of Gender and Race in Contextualized Word Embeddings0
Interpretable Adversarial Training for Text0
Interpretable and Globally Optimal Prediction for Textual Grounding using Image Concepts0
Interpretable embeddings to understand computing careers0
Interpretable Neural Embeddings with Sparse Self-Representation0
BERT-Based Neural Collaborative Filtering and Fixed-Length Contiguous Tokens Explanation0
Interpretable Word Embedding Contextualization0
Interpretable Word Embeddings via Informative Priors0
Interpreting Emoji with Emoji0
Interpreting Pretrained Contextualized Representations via Reductions to Static Embeddings0
CSReader at SemEval-2018 Task 11: Multiple Choice Question Answering as Textual Entailment0
Interpreting Word-Level Hidden State Behaviour of Character-Level LSTM Language Models0
A Neural Virtual Anchor Synthesizer based on Seq2Seq and GAN Models0
Inter-Weighted Alignment Network for Sentence Pair Modeling0
Intrinsic analysis for dual word embedding space models0
Intrinsic Bias Metrics Do Not Correlate with Application Bias0
Intrinsic Evaluations of Word Embeddings: What Can We Do Better?0
Intrinsic Image Captioning Evaluation0
CU-NLP at SemEval-2016 Task 8: AMR Parsing using LSTM-based Recurrent Neural Networks0
Automatically Building a Multilingual Lexicon of False Friends With No Supervision0
Introducing Syllable Tokenization for Low-resource Languages: A Case Study with Swahili0
Invariance and identifiability issues for word embeddings0
InvBERT: Reconstructing Text from Contextualized Word Embeddings by inverting the BERT pipeline0
A Neural Model for Compositional Word Embeddings and Sentence Processing0
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