NLPExplorer

Dependency-Based Word Embeddings

Omer Levy | Yoav Goldberg |

Paper Details:

Month: June
Year: 2014
Location: Baltimore, Maryland
Venue: ACL |

Citations

URL

Learning Image Embeddings using Convolutional Neural Networks for Improved Multi-Modal Semantics
Douwe Kiela | Léon Bottou |

Using Mined Coreference Chains as a Resource for a Semantic Task
Heike Adel | Hinrich Schütze |

Jointly Learning Word Representations and Composition Functions Using Predicate-Argument Structures
Kazuma Hashimoto | Pontus Stenetorp | Makoto Miwa | Yoshimasa Tsuruoka |

Event Role Extraction using Domain-Relevant Word Representations
Emanuela Boroş | Romaric Besançon | Olivier Ferret | Brigitte Grau |

Convolutional Sentence Kernel from Word Embeddings for Short Text Categorization
Jonghoon Kim | François Rousseau | Michalis Vazirgiannis |

Component-Enhanced Chinese Character Embeddings
Yanran Li | Wenjie Li | Fei Sun | Sujian Li |

Semi-supervised Dependency Parsing using Bilexical Contextual Features from Auto-Parsed Data
Eliyahu Kiperwasser | Yoav Goldberg |

Joint A* CCG Parsing and Semantic Role Labelling
Mike Lewis | Luheng He | Luke Zettlemoyer |

Syntax-Aware Multi-Sense Word Embeddings for Deep Compositional Models of Meaning
Jianpeng Cheng | Dimitri Kartsaklis |

What’s in an Embedding? Analyzing Word Embeddings through Multilingual Evaluation
Arne Köhn |

Syntactic Dependencies and Distributed Word Representations for Analogy Detection and Mining
Likun Qiu | Yue Zhang | Yanan Lu |

An Analysis of Domestic Abuse Discourse on Reddit
Nicolas Schrading | Cecilia Ovesdotter Alm | Ray Ptucha | Christopher Homan |

Generating Topical Poetry
Marjan Ghazvininejad | Xing Shi | Yejin Choi | Kevin Knight |

A Theme-Rewriting Approach for Generating Algebra Word Problems
Rik Koncel-Kedziorski | Ioannis Konstas | Luke Zettlemoyer | Hannaneh Hajishirzi |

Deriving continous grounded meaning representations from referentially structured multimodal contexts
Sina Zarrieß | David Schlangen |

A Factored Neural Network Model for Characterizing Online Discussions in Vector Space
Hao Cheng | Hao Fang | Mari Ostendorf |

Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation
Ivan Vulić | Nikola Mrkšić | Anna Korhonen |

Scientific Information Extraction with Semi-supervised Neural Tagging
Yi Luan | Mari Ostendorf | Hannaneh Hajishirzi |

Effective Use of Context in Noisy Entity Linking
David Mueller | Greg Durrett |

Unsupervised Learning of Syntactic Structure with Invertible Neural Projections
Junxian He | Graham Neubig | Taylor Berg-Kirkpatrick |

Card-660: Cambridge Rare Word Dataset - a Reliable Benchmark for Infrequent Word Representation Models
Mohammad Taher Pilehvar | Dimitri Kartsaklis | Victor Prokhorov | Nigel Collier |

Weeding out Conventionalized Metaphors: A Corpus of Novel Metaphor Annotations
Erik-Lân Do Dinh | Hannah Wieland | Iryna Gurevych |

Dynamic Meta-Embeddings for Improved Sentence Representations
Douwe Kiela | Changhan Wang | Kyunghyun Cho |

Is it Time to Swish? Comparing Deep Learning Activation Functions Across NLP tasks
Steffen Eger | Paul Youssef | Iryna Gurevych |

Hypernyms under Siege: Linguistically-motivated Artillery for Hypernymy Detection
Vered Shwartz | Enrico Santus | Dominik Schlechtweg |

Evaluation by Association: A Systematic Study of Quantitative Word Association Evaluation
Ivan Vulić | Douwe Kiela | Anna Korhonen |

Delexicalized Word Embeddings for Cross-lingual Dependency Parsing
Mathieu Dehouck | Pascal Denis |

Out-of-domain FrameNet Semantic Role Labeling
Silvana Hartmann | Ilia Kuznetsov | Teresa Martin | Iryna Gurevych |

Online Learning of Task-specific Word Representations with a Joint Biconvex Passive-Aggressive Algorithm
Pascal Denis | Liva Ralaivola |

Building Lexical Vector Representations from Concept Definitions
Danilo Silva de Carvalho | Minh Le Nguyen |

The Language of Place: Semantic Value from Geospatial Context
Anne Cocos | Chris Callison-Burch |

Explaining and Generalizing Skip-Gram through Exponential Family Principal Component Analysis
Ryan Cotterell | Adam Poliak | Benjamin Van Durme | Jason Eisner |

Large-scale evaluation of dependency-based DSMs: Are they worth the effort?
Gabriella Lapesa | Stefan Evert |

Cross-Lingual Syntactically Informed Distributed Word Representations
Ivan Vulić |

Multimodal Topic Labelling
Ionut Sorodoc | Jey Han Lau | Nikolaos Aletras | Timothy Baldwin |

Improving Sequence to Sequence Neural Machine Translation by Utilizing Syntactic Dependency Information
An Nguyen Le | Ander Martinez | Akifumi Yoshimoto | Yuji Matsumoto |

Word Ordering as Unsupervised Learning Towards Syntactically Plausible Word Representations
Noriki Nishida | Hideki Nakayama |

Geographical Evaluation of Word Embeddings
Michal Konkol | Tomáš Brychcín | Michal Nykl | Tomáš Hercig |

Towards Lower Bounds on Number of Dimensions for Word Embeddings
Kevin Patel | Pushpak Bhattacharyya |

Symmetric Pattern Based Word Embeddings for Improved Word Similarity Prediction
Roy Schwartz | Roi Reichart | Ari Rappoport |

context2vec: Learning Generic Context Embedding with Bidirectional LSTM
Oren Melamud | Jacob Goldberger | Ido Dagan |

Discourse Relation Sense Classification Using Cross-argument Semantic Similarity Based on Word Embeddings
Todor Mihaylov | Anette Frank |

TurkuNLP: Delexicalized Pre-training of Word Embeddings for Dependency Parsing
Jenna Kanerva | Juhani Luotolahti | Filip Ginter |

Uncovering Divergent Linguistic Information in Word Embeddings with Lessons for Intrinsic and Extrinsic Evaluation
Mikel Artetxe | Gorka Labaka | Iñigo Lopez-Gazpio | Eneko Agirre |

Simulating ASR errors for training SLU systems
Edwin Simonnet | Sahar Ghannay | Nathalie Camelin | Yannick Estève |

Multiview LSA: Representation Learning via Generalized CCA
Pushpendre Rastogi | Benjamin Van Durme | Raman Arora |

Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding
Yun-Nung Chen | William Yang Wang | Alexander Rudnicky |

Do Supervised Distributional Methods Really Learn Lexical Inference Relations?
Omer Levy | Steffen Remus | Chris Biemann | Ido Dagan |

Two/Too Simple Adaptations of Word2Vec for Syntax Problems
Wang Ling | Chris Dyer | Alan W. Black | Isabel Trancoso |

Unsupervised Morphology Induction Using Word Embeddings
Radu Soricut | Franz Och |

Symmetric Patterns and Coordinations: Fast and Enhanced Representations of Verbs and Adjectives
Roy Schwartz | Roi Reichart | Ari Rappoport |

Conversational Markers of Constructive Discussions
Vlad Niculae | Cristian Danescu-Niculescu-Mizil |

Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification
Aditya Mogadala | Achim Rettinger |

PIC a Different Word: A Simple Model for Lexical Substitution in Context
Stephen Roller | Katrin Erk |

Automatically Inferring Implicit Properties in Similes
Ashequl Qadir | Ellen Riloff | Marilyn A. Walker |

Capturing Semantic Similarity for Entity Linking with Convolutional Neural Networks
Matthew Francis-Landau | Greg Durrett | Dan Klein |

Unsupervised Learning of Prototypical Fillers for Implicit Semantic Role Labeling
Niko Schenk | Christian Chiarcos |

Analogy-based detection of morphological and semantic relations with word embeddings: what works and what doesn’t.
Anna Gladkova | Aleksandr Drozd | Satoshi Matsuoka |

attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines
Fabio Petroni | Vassilis Plachouras | Timothy Nugent | Jochen L. Leidner |

Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources
Ivan Vulić | Goran Glavaš | Nikola Mrkšić | Anna Korhonen |

Filling Missing Paths: Modeling Co-occurrences of Word Pairs and Dependency Paths for Recognizing Lexical Semantic Relations
Koki Washio | Tsuneaki Kato |

Specialising Word Vectors for Lexical Entailment
Ivan Vulić | Nikola Mrkšić |

Enhanced Word Representations for Bridging Anaphora Resolution
Yufang Hou |

Document-based Recommender System for Job Postings using Dense Representations
Ahmed Elsafty | Martin Riedl | Chris Biemann |

Towards Qualitative Word Embeddings Evaluation: Measuring Neighbors Variation
Bénédicte Pierrejean | Ludovic Tanguy |

A Deeper Look into Dependency-Based Word Embeddings
Sean MacAvaney | Amir Zeldes |

Neural CRF Parsing
Greg Durrett | Dan Klein |

Matrix Factorization with Knowledge Graph Propagation for Unsupervised Spoken Language Understanding
Yun-Nung Chen | William Yang Wang | Anatole Gershman | Alexander Rudnicky |

Jointly optimizing word representations for lexical and sentential tasks with the C-PHRASE model
Nghia The Pham | Germán Kruszewski | Angeliki Lazaridou | Marco Baroni |

Open IE as an Intermediate Structure for Semantic Tasks
Gabriel Stanovsky | Ido Dagan | Mausam |

Dependency Recurrent Neural Language Models for Sentence Completion
Piotr Mirowski | Andreas Vlachos |

A Hierarchical Knowledge Representation for Expert Finding on Social Media
Yanran Li | Wenjie Li | Sujian Li |

Generative Incremental Dependency Parsing with Neural Networks
Jan Buys | Phil Blunsom |

Language Transfer Learning for Supervised Lexical Substitution
Gerold Hintz | Chris Biemann |

Adaptive Joint Learning of Compositional and Non-Compositional Phrase Embeddings
Kazuma Hashimoto | Yoshimasa Tsuruoka |

On the Role of Seed Lexicons in Learning Bilingual Word Embeddings
Ivan Vulić | Anna Korhonen |

Connotation Frames: A Data-Driven Investigation
Hannah Rashkin | Sameer Singh | Yejin Choi |

Normalising Medical Concepts in Social Media Texts by Learning Semantic Representation
Nut Limsopatham | Nigel Collier |

Learning Semantically and Additively Compositional Distributional Representations
Ran Tian | Naoaki Okazaki | Kentaro Inui |

Cross-Lingual Word Representations via Spectral Graph Embeddings
Takamasa Oshikiri | Kazuki Fukui | Hidetoshi Shimodaira |

Is “Universal Syntax” Universally Useful for Learning Distributed Word Representations?
Ivan Vulić | Anna Korhonen |

Sarcasm SIGN: Interpreting Sarcasm with Sentiment Based Monolingual Machine Translation
Lotem Peled | Roi Reichart |

An Empirical Study on End-to-End Sentence Modelling
Kurt Junshean Espinosa |

ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media
Dustin Arendt | Svitlana Volkova |

Explicit Retrofitting of Distributional Word Vectors
Goran Glavaš | Ivan Vulić |

Using pseudo-senses for improving the extraction of synonyms from word embeddings
Olivier Ferret |

Hearst Patterns Revisited: Automatic Hypernym Detection from Large Text Corpora
Stephen Roller | Douwe Kiela | Maximilian Nickel |

Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction
Hu Xu | Bing Liu | Lei Shu | Philip S. Yu |

Scoring Lexical Entailment with a Supervised Directional Similarity Network
Marek Rei | Daniela Gerz | Ivan Vulić |

Exploring Compositional Architectures and Word Vector Representations for Prepositional Phrase Attachment
Yonatan Belinkov | Tao Lei | Regina Barzilay | Amir Globerson |

Improving Distributional Similarity with Lessons Learned from Word Embeddings
Omer Levy | Yoav Goldberg | Ido Dagan |

Learning Distributed Representations of Texts and Entities from Knowledge Base
Ikuya Yamada | Hiroyuki Shindo | Hideaki Takeda | Yoshiyasu Takefuji |

Replicability Analysis for Natural Language Processing: Testing Significance with Multiple Datasets
Rotem Dror | Gili Baumer | Marina Bogomolov | Roi Reichart |

Joint Semantic Synthesis and Morphological Analysis of the Derived Word
Ryan Cotterell | Hinrich Schütze |

Event Time Extraction with a Decision Tree of Neural Classifiers
Nils Reimers | Nazanin Dehghani | Iryna Gurevych |

Taxonomy Beats Corpus in Similarity Identification, but Does It Matter?
Minh Le | Antske Fokkens |

Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees
Michal Konkol |

Word Embeddings as Features for Supervised Coreference Resolution
Iliana Simova | Hans Uszkoreit |

Word Sense Disambiguation with Recurrent Neural Networks
Alexander Popov |

VectorSLU: A Continuous Word Vector Approach to Answer Selection in Community Question Answering Systems
Yonatan Belinkov | Mitra Mohtarami | Scott Cyphers | James Glass |

Distributed Prediction of Relations for Entities: The Easy, The Difficult, and The Impossible
Abhijeet Gupta | Gemma Boleda | Sebastian Padó |

ResSim at SemEval-2017 Task 1: Multilingual Word Representations for Semantic Textual Similarity
Johannes Bjerva | Robert Östling |

Citius at SemEval-2017 Task 2: Cross-Lingual Similarity from Comparable Corpora and Dependency-Based Contexts
Pablo Gamallo |

HHU at SemEval-2017 Task 5: Fine-Grained Sentiment Analysis on Financial Data using Machine Learning Methods
Tobias Cabanski | Julia Romberg | Stefan Conrad |

OhioState at SemEval-2018 Task 7: Exploiting Data Augmentation for Relation Classification in Scientific Papers Using Piecewise Convolutional Neural Networks
Dushyanta Dhyani |

UWB at SemEval-2018 Task 10: Capturing Discriminative Attributes from Word Distributions
Tomáš Brychcín | Tomáš Hercig | Josef Steinberger | Michal Konkol |

Meaning_space at SemEval-2018 Task 10: Combining explicitly encoded knowledge with information extracted from word embeddings
Pia Sommerauer | Antske Fokkens | Piek Vossen |

CitiusNLP at SemEval-2018 Task 10: The Use of Transparent Distributional Models and Salient Contexts to Discriminate Word Attributes
Pablo Gamallo |

UNAM at SemEval-2018 Task 10: Unsupervised Semantic Discriminative Attribute Identification in Neural Word Embedding Cones
Ignacio Arroyo-Fernández | Ivan Meza | Carlos-Francisco Méndez-Cruz |

Linguistic Regularities in Sparse and Explicit Word Representations
Omer Levy | Yoav Goldberg |

A Simple Word Embedding Model for Lexical Substitution
Oren Melamud | Omer Levy | Ido Dagan |

A Word-Embedding-based Sense Index for Regular Polysemy Representation
Marco Del Tredici | Núria Bel |

Combining Distributed Vector Representations for Words
Justin Garten | Kenji Sagae | Volkan Ustun | Morteza Dehghani |

Dependency Link Embeddings: Continuous Representations of Syntactic Substructures
Mohit Bansal |

A Vector Space Approach for Aspect Based Sentiment Analysis
Abdulaziz Alghunaim | Mitra Mohtarami | Scott Cyphers | Jim Glass |

Semantic Information Extraction for Improved Word Embeddings
Jiaqiang Chen | Gerard de Melo |

UPF-Cobalt Submission to WMT15 Metrics Task
Marina Fomicheva | Núria Bel | Iria da Cunha | Anton Malinovskiy |

Enriching Wikidata with Frame Semantics
Hatem Mousselly-Sergieh | Iryna Gurevych |

Embedding Senses for Efficient Graph-based Word Sense Disambiguation
Luis Nieto Piña | Richard Johansson |

Functional Distributional Semantics
Guy Emerson | Ann Copestake |

Multilingual Modal Sense Classification using a Convolutional Neural Network
Ana Marasović | Anette Frank |

Decomposing Bilexical Dependencies into Semantic and Syntactic Vectors
Jeff Mitchell |

Intrinsic Evaluation of Word Vectors Fails to Predict Extrinsic Performance
Billy Chiu | Anna Korhonen | Sampo Pyysalo |

Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance
Arne Köhn |

Sentence Embedding Evaluation Using Pyramid Annotation
Tal Baumel | Raphael Cohen | Michael Elhadad |

Improved Semantic Representation for Domain-Specific Entities
Mohammad Taher Pilehvar | Nigel Collier |

Modelling the Combination of Generic and Target Domain Embeddings in a Convolutional Neural Network for Sentence Classification
Nut Limsopatham | Nigel Collier |

Relating semantic similarity and semantic association to how humans label other people
Kenneth Joseph | Kathleen M. Carley |

Obfuscating Gender in Social Media Writing
Sravana Reddy | Kevin Knight |

Linear Ensembles of Word Embedding Models
Avo Muromägi | Kairit Sirts | Sven Laur |

Cross-lingual Learning of Semantic Textual Similarity with Multilingual Word Representations
Johannes Bjerva | Robert Östling |

Redefining Context Windows for Word Embedding Models: An Experimental Study
Pierre Lison | Andrey Kutuzov |

Resource-Lean Modeling of Coherence in Commonsense Stories
Niko Schenk | Christian Chiarcos |

Clustering of Russian Adjective-Noun Constructions using Word Embeddings
Andrey Kutuzov | Elizaveta Kuzmenko | Lidia Pivovarova |

A Preliminary Study of Croatian Lexical Substitution
Domagoj Alagić | Jan Šnajder |

Classifying Lexical-semantic Relationships by Exploiting Sense/Concept Representations
Kentaro Kanada | Tetsunori Kobayashi | Yoshihiko Hayashi |

Supervised and unsupervised approaches to measuring usage similarity
Milton King | Paul Cook |

Elucidating Conceptual Properties from Word Embeddings
Kyoung-Rok Jang | Sung-Hyon Myaeng |

Biomedical Event Trigger Identification Using Bidirectional Recurrent Neural Network Based Models
Rahul V S S Patchigolla | Sunil Sahu | Ashish Anand |

Prediction of Frame-to-Frame Relations in the FrameNet Hierarchy with Frame Embeddings
Teresa Botschen | Hatem Mousselly-Sergieh | Iryna Gurevych |

Learning to Score System Summaries for Better Content Selection Evaluation.
Maxime Peyrard | Teresa Botschen | Iryna Gurevych |

Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.0
Juhani Luotolahti | Jenna Kanerva | Filip Ginter |

Fully Delexicalized Contexts for Syntax-Based Word Embeddings
Jenna Kanerva | Sampo Pyysalo | Filip Ginter |

Is Structure Necessary for Modeling Argument Expectations in Distributional Semantics?
Emmanuele Chersoni | Enrico Santus | Philippe Blache | Alessandro Lenci |

Subword-level Composition Functions for Learning Word Embeddings
Bofang Li | Aleksandr Drozd | Tao Liu | Xiaoyong Du |

Toward Cross-Domain Engagement Analysis in Medical Notes
Sara Rosenthal | Adam Faulkner |

One Size Fits All? A simple LSTM for non-literal token and construction-level classification
Erik-Lân Do Dinh | Steffen Eger | Iryna Gurevych |

Affordance Extraction and Inference based on Semantic Role Labeling
Daniel Loureiro | Alípio Jorge |

Reducing Lexical Features in Parsing by Word Embeddings
Hiroya Komatsu | Ran Tian | Naoaki Okazaki | Kentaro Inui |

No URLs Found

Field Of Study

Linguistic Trends

Embeddings

Task

Tagging Machine Translation

Approach

Semi-supervised Learning

Language

Multilingual English

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