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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 30513100 of 4002 papers

TitleStatusHype
Predicting Pronouns with a Convolutional Network and an N-gram Model0
Predicting Word Association Strengths0
Prepositional Phrase Attachment over Word Embedding Products0
MEANT 2.0: Accurate semantic MT evaluation for any output language0
LIPN-UAM at EmoInt-2017:Combination of Lexicon-based features and Sentence-level Vector Representations for Emotion Intensity Determination0
Ranking Kernels for Structures and Embeddings: A Hybrid Preference and Classification Model0
Recognizing Textual Entailment in Twitter Using Word Embeddings0
Lexicalized vs. Delexicalized Parsing in Low-Resource Scenarios0
Lexical Chains meet Word Embeddings in Document-level Statistical Machine Translation0
Refining Word Embeddings for Sentiment Analysis0
LCT-MALTA's Submission to RepEval 2017 Shared Task0
Knowledge Distillation for Bilingual Dictionary Induction0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees0
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components0
Investigating neural architectures for short answer scoring0
Investigating Different Syntactic Context Types and Context Representations for Learning Word Embeddings0
Inter-Weighted Alignment Network for Sentence Pair Modeling0
Improving neural tagging with lexical information0
Sentiment Intensity Ranking among Adjectives Using Sentiment Bearing Word Embeddings0
Sentiment Lexicon Construction with Representation Learning Based on Hierarchical Sentiment SupervisionCode0
IITP at EmoInt-2017: Measuring Intensity of Emotions using Sentence Embeddings and Optimized Features0
Identifying attack and support argumentative relations using deep learning0
Gender Prediction for Chinese Social Media Data0
Fully Delexicalized Contexts for Syntax-Based Word Embeddings0
Finding Individual Word Sense Changes and their Delay in Appearance0
Extracting Tags from Large Raw Texts Using End-to-End Memory Networks0
Exploring Vector Spaces for Semantic Relations0
Exploiting Morphological Regularities in Distributional Word Representations0
Evaluation of word embeddings against cognitive processes: primed reaction times in lexical decision and naming tasks0
Textmining at EmoInt-2017: A Deep Learning Approach to Sentiment Intensity Scoring of English Tweets0
Earth Mover's Distance Minimization for Unsupervised Bilingual Lexicon Induction0
Dual Tensor Model for Detecting Asymmetric Lexico-Semantic Relations0
The strange geometry of skip-gram with negative sampling0
Distinguishing Japanese Non-standard Usages from Standard Ones0
Discovering Stylistic Variations in Distributional Vector Space Models via Lexical Paraphrases0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Detecting Sarcasm Using Different Forms Of Incongruity0
Detecting Metaphorical Phrases in the Polish Language0
Towards a Universal Sentiment Classifier in Multiple languages0
Deriving continous grounded meaning representations from referentially structured multimodal contexts0
Towards Lexical Chains for Knowledge-Graph-based Word Embeddings0
Towards the Understanding of Gaming Audiences by Modeling Twitch Emotes0
Deeper Attention to Abusive User Content Moderation0
Cross-Lingual Word Representations: Induction and Evaluation0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.00
Translating Dialectal Arabic as Low Resource Language using Word Embedding0
Character and Subword-Based Word Representation for Neural Language Modeling Prediction0
C-3MA: Tartu-Riga-Zurich Translation Systems for WMT17Code0
Using Gaze Data to Predict Multiword Expressions0
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