NLPExplorer

Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank

Paper Details:

Month: October
Year: 2013
Location: Seattle, Washington, USA
Venue: EMNLP |
SIG: SIGDAT

Citations

URL

Deep Convolutional Neural Networks for Sentiment Analysis of Short Texts
Cícero dos Santos | Maíra Gatti |

Modeling Review Argumentation for Robust Sentiment Analysis
Henning Wachsmuth | Martin Trenkmann | Benno Stein | Gregor Engels |

Modeling Newswire Events using Neural Networks for Anomaly Detection
Pradeep Dasigi | Eduard Hovy |

Minimally Supervised Classification to Semantic Categories using Automatically Acquired Symmetric Patterns
Roy Schwartz | Roi Reichart | Ari Rappoport |

Recurrent Neural Network-based Tuple Sequence Model for Machine Translation
Youzheng Wu | Taro Watanabe | Chiori Hori |

Deceptive Opinion Spam Detection Using Neural Network
Yafeng Ren | Yue Zhang |

Siamese Convolutional Networks for Cognate Identification
Taraka Rama |

Predictability of Distributional Semantics in Derivational Word Formation
Sebastian Padó | Aurélie Herbelot | Max Kisselew | Jan Šnajder |

UTCNN: a Deep Learning Model of Stance Classification on Social Media Text
Wei-Fan Chen | Lun-Wei Ku |

Using Argument Mining to Assess the Argumentation Quality of Essays
Henning Wachsmuth | Khalid Al-Khatib | Benno Stein |

Tweet Sarcasm Detection Using Deep Neural Network
Meishan Zhang | Yue Zhang | Guohong Fu |

Targeted Sentiment to Understand Student Comments
Charles Welch | Rada Mihalcea |

Towards Sub-Word Level Compositions for Sentiment Analysis of Hindi-English Code Mixed Text
Aditya Joshi | Ameya Prabhu | Manish Shrivastava | Vasudeva Varma |

SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives
Erik Cambria | Soujanya Poria | Rajiv Bajpai | Bjoern Schuller |

English-Chinese Knowledge Base Translation with Neural Network
Xiaocheng Feng | Duyu Tang | Bing Qin | Ting Liu |

Borrow a Little from your Rich Cousin: Using Embeddings and Polarities of English Words for Multilingual Sentiment Classification
Prerana Singhal | Pushpak Bhattacharyya |

Effective LSTMs for Target-Dependent Sentiment Classification
Duyu Tang | Bing Qin | Xiaocheng Feng | Ting Liu |

A Lexicon-Based Supervised Attention Model for Neural Sentiment Analysis
Yicheng Zou | Tao Gui | Qi Zhang | Xuanjing Huang |

Document-level Multi-aspect Sentiment Classification by Jointly Modeling Users, Aspects, and Overall Ratings
Junjie Li | Haitong Yang | Chengqing Zong |

Encoding Sentiment Information into Word Vectors for Sentiment Analysis
Zhe Ye | Fang Li | Timothy Baldwin |

Bringing replication and reproduction together with generalisability in NLP: Three reproduction studies for Target Dependent Sentiment Analysis
Andrew Moore | Paul Rayson |

Learning Word Meta-Embeddings by Autoencoding
Danushka Bollegala | Cong Bao |

Assessing Composition in Sentence Vector Representations
Allyson Ettinger | Ahmed Elgohary | Colin Phillips | Philip Resnik |

Enhancing Sentence Embedding with Generalized Pooling
Qian Chen | Zhen-Hua Ling | Xiaodan Zhu |

Aff2Vec: Affect–Enriched Distributional Word Representations
Sopan Khosla | Niyati Chhaya | Kushal Chawla |

Aspect-based summarization of pros and cons in unstructured product reviews
Florian Kunneman | Sander Wubben | Antal van den Bosch | Emiel Krahmer |

Convolutional Neural Network for Universal Sentence Embeddings
Xiaoqi Jiao | Fang Wang | Dan Feng |

Automatically Creating a Lexicon of Verbal Polarity Shifters: Mono- and Cross-lingual Methods for German
Marc Schulder | Michael Wiegand | Josef Ruppenhofer |

Evaluation of Unsupervised Compositional Representations
Hanan Aldarmaki | Mona Diab |

Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator
Badri Narayana Patro | Vinod Kumar Kurmi | Sandeep Kumar | Vinay Namboodiri |

Information Aggregation via Dynamic Routing for Sequence Encoding
Jingjing Gong | Xipeng Qiu | Shaojing Wang | Xuanjing Huang |

Incorporating Vector Space Similarity in Random Walk Inference over Knowledge Bases
Matt Gardner | Partha Talukdar | Jayant Krishnamurthy | Tom Mitchell |

Explaining the Stars: Weighted Multiple-Instance Learning for Aspect-Based Sentiment Analysis
Nikolaos Pappas | Andrei Popescu-Belis |

The Inside-Outside Recursive Neural Network model for Dependency Parsing
Phong Le | Willem Zuidema |

Neural Networks Leverage Corpus-wide Information for Part-of-speech Tagging
Yuta Tsuboi |

Reducing Dimensions of Tensors in Type-Driven Distributional Semantics
Tamara Polajnar | Luana Fǎgǎrǎşan | Stephen Clark |

Fine-Grained Contextual Predictions for Hard Sentiment Words
Sebastian Ebert | Hinrich Schütze |

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

Convolutional Neural Networks for Sentence Classification
Yoon Kim |

#TagSpace: Semantic Embeddings from Hashtags
Jason Weston | Sumit Chopra | Keith Adams |

A Model of Coherence Based on Distributed Sentence Representation
Jiwei Li | Eduard Hovy |

Recursive Deep Models for Discourse Parsing
Jiwei Li | Rumeng Li | Eduard Hovy |

A Model of Zero-Shot Learning of Spoken Language Understanding
Majid Yazdani | James Henderson |

Pre-Computable Multi-Layer Neural Network Language Models
Jacob Devlin | Chris Quirk | Arul Menezes |

A Neural Network Model for Low-Resource Universal Dependency Parsing
Long Duong | Trevor Cohn | Steven Bird | Paul Cook |

Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMs
Miguel Ballesteros | Chris Dyer | Noah A. Smith |

Joint Embedding of Query and Ad by Leveraging Implicit Feedback
Sungjin Lee | Yifan Hu |

Sentiment Flow - A General Model of Web Review Argumentation
Henning Wachsmuth | Johannes Kiesel | Benno Stein |

Neural Networks for Open Domain Targeted Sentiment
Meishan Zhang | Yue Zhang | Duy-Tin Vo |

A large annotated corpus for learning natural language inference
Samuel R. Bowman | Gabor Angeli | Christopher Potts | Christopher D. Manning |

Open-Domain Name Error Detection using a Multi-Task RNN
Hao Cheng | Hao Fang | Mari Ostendorf |

ReVal: A Simple and Effective Machine Translation Evaluation Metric Based on Recurrent Neural Networks
Rohit Gupta | Constantin Orăsan | Josef van Genabith |

The Forest Convolutional Network: Compositional Distributional Semantics with a Neural Chart and without Binarization
Phong Le | Willem Zuidema |

Document Modeling with Gated Recurrent Neural Network for Sentiment Classification
Duyu Tang | Bing Qin | Ting Liu |

Molding CNNs for text: non-linear, non-consecutive convolutions
Tao Lei | Regina Barzilay | Tommi Jaakkola |

Do Multi-Sense Embeddings Improve Natural Language Understanding?
Jiwei Li | Dan Jurafsky |

Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions
Majid Yazdani | Meghdad Farahmand | James Henderson |

Improved Relation Extraction with Feature-Rich Compositional Embedding Models
Matthew R. Gormley | Mo Yu | Mark Dredze |

Specializing Word Embeddings for Similarity or Relatedness
Douwe Kiela | Felix Hill | Stephen Clark |

Bayesian Optimization of Text Representations
Dani Yogatama | Lingpeng Kong | Noah A. Smith |

Exploiting Debate Portals for Semi-Supervised Argumentation Mining in User-Generated Web Discourse
Ivan Habernal | Iryna Gurevych |

Better Document-level Sentiment Analysis from RST Discourse Parsing
Parminder Bhatia | Yangfeng Ji | Jacob Eisenstein |

When Are Tree Structures Necessary for Deep Learning of Representations?
Jiwei Li | Thang Luong | Dan Jurafsky | Eduard Hovy |

Deep Multi-Task Learning with Shared Memory for Text Classification
Pengfei Liu | Xipeng Qiu | Xuanjing Huang |

Aspect Level Sentiment Classification with Deep Memory Network
Duyu Tang | Bing Qin | Ting Liu |

Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network
Anh Tuan Luu | Yi Tay | Siu Cheung Hui | See Kiong Ng |

Long Short-Term Memory-Networks for Machine Reading
Jianpeng Cheng | Li Dong | Mirella Lapata |

Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis
Wenya Wang | Sinno Jialin Pan | Daniel Dahlmeier | Xiaokui Xiao |

Stance Detection with Bidirectional Conditional Encoding
Isabelle Augenstein | Tim Rocktäschel | Andreas Vlachos | Kalina Bontcheva |

What makes a convincing argument? Empirical analysis and detecting attributes of convincingness in Web argumentation
Ivan Habernal | Iryna Gurevych |

Analyzing Framing through the Casts of Characters in the News
Dallas Card | Justin Gross | Amber Boydstun | Noah A. Smith |

Charagram: Embedding Words and Sentences via Character n-grams
John Wieting | Mohit Bansal | Kevin Gimpel | Karen Livescu |

Context-Sensitive Lexicon Features for Neural Sentiment Analysis
Zhiyang Teng | Duy-Tin Vo | Yue Zhang |

Learning Robust Representations of Text
Yitong Li | Trevor Cohn | Timothy Baldwin |

Interpreting Neural Networks to Improve Politeness Comprehension
Malika Aubakirova | Mohit Bansal |

Learning to refine text based recommendations
Youyang Gu | Tao Lei | Regina Barzilay | Tommi Jaakkola |

Monolingual Phrase Alignment on Parse Forests
Yuki Arase | Junichi Tsujii |

Rotated Word Vector Representations and their Interpretability
Sungjoon Park | JinYeong Bak | Alice Oh |

Recurrent Attention Network on Memory for Aspect Sentiment Analysis
Peng Chen | Zhongqian Sun | Lidong Bing | Wei Yang |

Capturing User and Product Information for Document Level Sentiment Analysis with Deep Memory Network
Zi-Yi Dou |

Refining Word Embeddings for Sentiment Analysis
Liang-Chih Yu | Jin Wang | K. Robert Lai | Xuejie Zhang |

SCDV : Sparse Composite Document Vectors using soft clustering over distributional representations
Dheeraj Mekala | Vivek Gupta | Bhargavi Paranjape | Harish Karnick |

Idiom-Aware Compositional Distributed Semantics
Pengfei Liu | Kaiyu Qian | Xipeng Qiu | Xuanjing Huang |

Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling
Diego Marcheggiani | Ivan Titov |

Opinion Recommendation Using A Neural Model
Zhongqing Wang | Yue Zhang |

Multimodal Language Analysis with Recurrent Multistage Fusion
Paul Pu Liang | Ziyin Liu | AmirAli Bagher Zadeh | Louis-Philippe Morency |

Quantifying Context Overlap for Training Word Embeddings
Yimeng Zhuang | Jinghui Xie | Yinhe Zheng | Xuan Zhu |

Exploring Optimism and Pessimism in Twitter Using Deep Learning
Cornelia Caragea | Liviu P. Dinu | Bogdan Dumitru |

Towards Dynamic Computation Graphs via Sparse Latent Structure
Vlad Niculae | André F. T. Martins | Claire Cardie |

Convolutional Neural Networks with Recurrent Neural Filters
Yi Yang |

A Neural Transition-based Model for Nested Mention Recognition
Bailin Wang | Wei Lu | Yu Wang | Hongxia Jin |

Syntactical Analysis of the Weaknesses of Sentiment Analyzers
Rohil Verma | Samuel Kim | David Walter |

Fine-Grained Emotion Detection in Health-Related Online Posts
Hamed Khanpour | Cornelia Caragea |

Rational Recurrences
Hao Peng | Roy Schwartz | Sam Thomson | Noah A. Smith |

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

Dependency-based Hybrid Trees for Semantic Parsing
Zhanming Jie | Wei Lu |

Hierarchical CVAE for Fine-Grained Hate Speech Classification
Jing Qian | Mai ElSherief | Elizabeth Belding | William Yang Wang |

Phrase-level Self-Attention Networks for Universal Sentence Encoding
Wei Wu | Houfeng Wang | Tianyu Liu | Shuming Ma |

Learning Universal Sentence Representations with Mean-Max Attention Autoencoder
Minghua Zhang | Yunfang Wu | Weikang Li | Wei Li |

On Tree-Based Neural Sentence Modeling
Haoyue Shi | Hao Zhou | Jiaze Chen | Lei Li |

Revisiting the Importance of Encoding Logic Rules in Sentiment Classification
Kalpesh Krishna | Preethi Jyothi | Mohit Iyyer |

Identifying Domain Adjacent Instances for Semantic Parsers
James Ferguson | Janara Christensen | Edward Li | Edgar Gonzàlez |

Neural Tree Indexers for Text Understanding
Tsendsuren Munkhdalai | Hong Yu |

Exploring Different Dimensions of Attention for Uncertainty Detection
Heike Adel | Hinrich Schütze |

Learning Compositionality Functions on Word Embeddings for Modelling Attribute Meaning in Adjective-Noun Phrases
Matthias Hartung | Fabian Kaupmann | Soufian Jebbara | Philipp Cimiano |

Neural Semantic Encoders
Tsendsuren Munkhdalai | Hong Yu |

Paraphrasing Revisited with Neural Machine Translation
Jonathan Mallinson | Rico Sennrich | Mirella Lapata |

Exploring Convolutional Neural Networks for Sentiment Analysis of Spanish tweets
Isabel Segura-Bedmar | Antonio Quirós | Paloma Martínez |

Contextual Bidirectional Long Short-Term Memory Recurrent Neural Network Language Models: A Generative Approach to Sentiment Analysis
Amr Mousa | Björn Schuller |

Robust Training under Linguistic Adversity
Yitong Li | Trevor Cohn | Timothy Baldwin |

A Hybrid CNN-RNN Alignment Model for Phrase-Aware Sentence Classification
Shiou Tian Hsu | Changsung Moon | Paul Jones | Nagiza Samatova |

A Dataset for Multi-Target Stance Detection
Parinaz Sobhani | Diana Inkpen | Xiaodan Zhu |

Attention Modeling for Targeted Sentiment
Jiangming Liu | Yue Zhang |

EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis
Sven Buechel | Udo Hahn |

Structural Attention Neural Networks for improved sentiment analysis
Filippos Kokkinos | Alexandros Potamianos |

Text Sentiment Analysis based on Fusion of Structural Information and Serialization Information
Ling Gan | Houyu Gong |

Graph Based Sentiment Aggregation using ConceptNet Ontology
Srikanth Tamilselvam | Seema Nagar | Abhijit Mishra | Kuntal Dey |

Towards Bootstrapping a Polarity Shifter Lexicon using Linguistic Features
Marc Schulder | Michael Wiegand | Josef Ruppenhofer | Benjamin Roth |

Leveraging Auxiliary Tasks for Document-Level Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

Using Context Events in Neural Network Models for Event Temporal Status Identification
Zeyu Dai | Wenlin Yao | Ruihong Huang |

Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks
Edward Collins | Nikolai Rozanov | Bingbing Zhang |

The Lifted Matrix-Space Model for Semantic Composition
WooJin Chung | Sheng-Fu Wang | Samuel Bowman |

Specialising Paragraph Vectors for Text Polarity Detection
Fabio Tamburini |

Spanish Word Vectors from Wikipedia
Mathias Etcheverry | Dina Wonsever |

Representation Mapping: A Novel Approach to Generate High-Quality Multi-Lingual Emotion Lexicons
Sven Buechel | Udo Hahn |

No more beating about the bush : A Step towards Idiom Handling for Indian Language NLP
Ruchit Agrawal | Vighnesh Chenthil Kumar | Vigneshwaran Muralidharan | Dipti Sharma |

MultiBooked: A Corpus of Basque and Catalan Hotel Reviews Annotated for Aspect-level Sentiment Classification
Jeremy Barnes | Toni Badia | Patrik Lambert |

SPADE: Evaluation Dataset for Monolingual Phrase Alignment
Yuki Arase | Junichi Tsujii |

Introducing a Lexicon of Verbal Polarity Shifters for English
Marc Schulder | Michael Wiegand | Josef Ruppenhofer | Stephanie Köser |

Academic-Industrial Perspective on the Development and Deployment of a Moderation System for a Newspaper Website
Dietmar Schabus | Marcin Skowron |

SentEval: An Evaluation Toolkit for Universal Sentence Representations
Alexis Conneau | Douwe Kiela |

SLIDE - a Sentiment Lexicon of Common Idioms
Charles Jochim | Francesca Bonin | Roy Bar-Haim | Noam Slonim |

Building a Sentiment Corpus of Tweets in Brazilian Portuguese
Henrico Brum | Maria das Graças Volpe Nunes |

Subsentential Sentiment on a Shoestring: A Crosslingual Analysis of Compositional Classification
Michael Haas | Yannick Versley |

A Word Embedding Approach to Predicting the Compositionality of Multiword Expressions
Bahar Salehi | Paul Cook | Timothy Baldwin |

Chain Based RNN for Relation Classification
Javid Ebrahimi | Dejing Dou |

Combining Word Embeddings and Feature Embeddings for Fine-grained Relation Extraction
Mo Yu | Matthew R. Gormley | Mark Dredze |

Recurrent Neural Network Grammars
Chris Dyer | Adhiguna Kuncoro | Miguel Ballesteros | Noah A. Smith |

Dynamic Feature Induction: The Last Gist to the State-of-the-Art
Jinho D. Choi |

A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models
Yangfeng Ji | Gholamreza Haffari | Jacob Eisenstein |

Expectation-Regulated Neural Model for Event Mention Extraction
Ching-Yun Chang | Zhiyang Teng | Yue Zhang |

DAG-Structured Long Short-Term Memory for Semantic Compositionality
Xiaodan Zhu | Parinaz Sobhani | Hongyu Guo |

Embedding Lexical Features via Low-Rank Tensors
Mo Yu | Mark Dredze | Raman Arora | Matthew R. Gormley |

Sentiment Composition of Words with Opposing Polarities
Svetlana Kiritchenko | Saif M. Mohammad |

Deep LSTM based Feature Mapping for Query Classification
Yangyang Shi | Kaisheng Yao | Le Tian | Daxin Jiang |

Learning Visually Grounded Sentence Representations
Douwe Kiela | Alexis Conneau | Allan Jabri | Maximilian Nickel |

Adversarial Example Generation with Syntactically Controlled Paraphrase Networks
Mohit Iyyer | John Wieting | Kevin Gimpel | Luke Zettlemoyer |

Lexical Substitution for Evaluating Compositional Distributional Models
Maja Buljan | Sebastian Padó | Jan Šnajder |

Syntactically Aware Neural Architectures for Definition Extraction
Luis Espinosa-Anke | Steven Schockaert |

Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations
Sosuke Kobayashi |

Representation Learning for Text-level Discourse Parsing
Yangfeng Ji | Jacob Eisenstein |

Less Grammar, More Features
David Hall | Greg Durrett | Dan Klein |

Max-Margin Tensor Neural Network for Chinese Word Segmentation
Wenzhe Pei | Tao Ge | Baobao Chang |

An Empirical Study on the Effect of Negation Words on Sentiment
Xiaodan Zhu | Hongyu Guo | Saif Mohammad | Svetlana Kiritchenko |

Context-aware Learning for Sentence-level Sentiment Analysis with Posterior Regularization
Bishan Yang | Claire Cardie |

Learning to Predict Distributions of Words Across Domains
Danushka Bollegala | David Weir | John Carroll |

A Convolutional Neural Network for Modelling Sentences
Nal Kalchbrenner | Edward Grefenstette | Phil Blunsom |

Linguistic Structured Sparsity in Text Categorization
Dani Yogatama | Noah A. Smith |

Political Ideology Detection Using Recursive Neural Networks
Mohit Iyyer | Peter Enns | Jordan Boyd-Graber | Philip Resnik |

Depeche Mood: a Lexicon for Emotion Analysis from Crowd Annotated News
Jacopo Staiano | Marco Guerini |

Improving Lexical Embeddings with Semantic Knowledge
Mo Yu | Mark Dredze |

Community Evaluation and Exchange of Word Vectors at wordvectors.org
Manaal Faruqui | Chris Dyer |

Compositional Vector Space Models for Knowledge Base Completion
Arvind Neelakantan | Benjamin Roth | Andrew McCallum |

An Effective Neural Network Model for Graph-based Dependency Parsing
Wenzhe Pei | Tao Ge | Baobao Chang |

Semantic Representations for Domain Adaptation: A Case Study on the Tree Kernel-based Method for Relation Extraction
Thien Huu Nguyen | Barbara Plank | Ralph Grishman |

Pairwise Neural Machine Translation Evaluation
Francisco Guzmán | Shafiq Joty | Lluís Màrquez | Preslav Nakov |

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

Learning Semantic Representations of Users and Products for Document Level Sentiment Classification
Duyu Tang | Bing Qin | Ting Liu |

A Re-ranking Model for Dependency Parser with Recursive Convolutional Neural Network
Chenxi Zhu | Xipeng Qiu | Xinchi Chen | Xuanjing Huang |

Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks
Kai Sheng Tai | Richard Socher | Christopher D. Manning |

Linguistic Harbingers of Betrayal: A Case Study on an Online Strategy Game
Vlad Niculae | Srijan Kumar | Jordan Boyd-Graber | Cristian Danescu-Niculescu-Mizil |

Deep Unordered Composition Rivals Syntactic Methods for Text Classification
Mohit Iyyer | Varun Manjunatha | Jordan Boyd-Graber | Hal Daumé III |

Document Classification by Inversion of Distributed Language Representations
Matt Taddy |

Representation Based Translation Evaluation Metrics
Boxing Chen | Hongyu Guo |

Dependency-based Convolutional Neural Networks for Sentence Embedding
Mingbo Ma | Liang Huang | Bowen Zhou | Bing Xiang |

Non-Linear Text Regression with a Deep Convolutional Neural Network
Zsolt Bitvai | Trevor Cohn |

Non-distributional Word Vector Representations
Manaal Faruqui | Chris Dyer |

Learning Representations for Text-level Discourse Parsing
Gregor Weiss |

Idiom Token Classification using Sentential Distributed Semantics
Giancarlo Salton | Robert Ross | John Kelleher |

Document-level Sentiment Inference with Social, Faction, and Discourse Context
Eunsol Choi | Hannah Rashkin | Luke Zettlemoyer | Yejin Choi |

Embeddings for Word Sense Disambiguation: An Evaluation Study
Ignacio Iacobacci | Mohammad Taher Pilehvar | Roberto Navigli |

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

Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTM
Ivan Habernal | Iryna Gurevych |

Dimensional Sentiment Analysis Using a Regional CNN-LSTM Model
Jin Wang | Liang-Chih Yu | K. Robert Lai | Xuejie Zhang |

Domain Specific Named Entity Recognition Referring to the Real World by Deep Neural Networks
Suzushi Tomori | Takashi Ninomiya | Shinsuke Mori |

Learning Monolingual Compositional Representations via Bilingual Supervision
Ahmed Elgohary | Marine Carpuat |

Adversarial Multi-task Learning for Text Classification
Pengfei Liu | Xipeng Qiu | Xuanjing Huang |

Deep Learning in Semantic Kernel Spaces
Danilo Croce | Simone Filice | Giuseppe Castellucci | Roberto Basili |

Handling Cold-Start Problem in Review Spam Detection by Jointly Embedding Texts and Behaviors
Xuepeng Wang | Kang Liu | Jun Zhao |

Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
Jason D. Williams | Kavosh Asadi | Geoffrey Zweig |

Semantic Word Clusters Using Signed Spectral Clustering
João Sedoc | Jean Gallier | Dean Foster | Lyle Ungar |

Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)
Tomer Cagan | Stefan L. Frank | Reut Tsarfaty |

Linguistically Regularized LSTM for Sentiment Classification
Qiao Qian | Minlie Huang | Jinhao Lei | Xiaoyan Zhu |

Learning to Skim Text
Adams Wei Yu | Hongrae Lee | Quoc Le |

Learning Character-level Compositionality with Visual Features
Frederick Liu | Han Lu | Chieh Lo | Graham Neubig |

Revisiting Recurrent Networks for Paraphrastic Sentence Embeddings
John Wieting | Kevin Gimpel |

Neural Architecture for Temporal Relation Extraction: A Bi-LSTM Approach for Detecting Narrative Containers
Julien Tourille | Olivier Ferret | Aurélie Névéol | Xavier Tannier |

A Deep Network with Visual Text Composition Behavior
Hongyu Guo |

Best-Worst Scaling More Reliable than Rating Scales: A Case Study on Sentiment Intensity Annotation
Svetlana Kiritchenko | Saif Mohammad |

Pay Attention to the Ending:Strong Neural Baselines for the ROC Story Cloze Task
Zheng Cai | Lifu Tu | Kevin Gimpel |

Bridging CNNs, RNNs, and Weighted Finite-State Machines
Roy Schwartz | Sam Thomson | Noah A. Smith |

MojiTalk: Generating Emotional Responses at Scale
Xianda Zhou | William Yang Wang |

Searching for the X-Factor: Exploring Corpus Subjectivity for Word Embeddings
Maksim Tkachenko | Chong Cher Chia | Hady Lauw |

Backpropagating through Structured Argmax using a SPIGOT
Hao Peng | Sam Thomson | Noah A. Smith |

Rumor Detection on Twitter with Tree-structured Recursive Neural Networks
Jing Ma | Wei Gao | Kam-Fai Wong |

SemAxis: A Lightweight Framework to Characterize Domain-Specific Word Semantics Beyond Sentiment
Jisun An | Haewoon Kwak | Yong-Yeol Ahn |

Aspect Based Sentiment Analysis with Gated Convolutional Networks
Wei Xue | Tao Li |

A Helping Hand: Transfer Learning for Deep Sentiment Analysis
Xin Dong | Gerard de Melo |

HotFlip: White-Box Adversarial Examples for Text Classification
Javid Ebrahimi | Anyi Rao | Daniel Lowd | Dejing Dou |

Injecting Relational Structural Representation in Neural Networks for Question Similarity
Antonio Uva | Daniele Bonadiman | Alessandro Moschitti |

A Multi-sentiment-resource Enhanced Attention Network for Sentiment Classification
Zeyang Lei | Yujiu Yang | Min Yang | Yi Liu |

Multi-lingual Entity Discovery and Linking
Avi Sil | Heng Ji | Dan Roth | Silviu-Petru Cucerzan |

Joint Modeling of Opinion Expression Extraction and Attribute Classification
Bishan Yang | Claire Cardie |

Learning Composition Models for Phrase Embeddings
Mo Yu | Mark Dredze |

One Vector is Not Enough: Entity-Augmented Distributed Semantics for Discourse Relations
Yangfeng Ji | Jacob Eisenstein |

evision PDF of 'From Paraphrase Database to Compositional Paraphrase Model and Back
John Wieting | Mohit Bansal | Kevin Gimpel | Karen Livescu |

Easy-First Dependency Parsing with Hierarchical Tree LSTMs
Eliyahu Kiperwasser | Yoav Goldberg |

Head-Lexicalized Bidirectional Tree LSTMs
Zhiyang Teng | Yue Zhang |

Phrase Table Induction Using In-Domain Monolingual Data for Domain Adaptation in Statistical Machine Translation
Benjamin Marie | Atsushi Fujita |

Multiple Instance Learning Networks for Fine-Grained Sentiment Analysis
Stefanos Angelidis | Mirella Lapata |

Do latent tree learning models identify meaningful structure in sentences?
Adina Williams | Andrew Drozdov | Samuel R. Bowman |

Simple Open Stance Classification for Rumour Analysis
Ahmet Aker | Leon Derczynski | Kalina Bontcheva |

Natural Language Processing Technologies for Document Profiling
Antonio Guillén | Yoan Gutiérrez | Rafael Muñoz |

The Impact of Figurative Language on Sentiment Analysis
Tomáš Hercig | Ladislav Lenc |

SZTE-NLP: Aspect level opinion mining exploiting syntactic cues
Viktor Hangya | Gábor Berend | István Varga | Richárd Farkas |

Think Positive: Towards Twitter Sentiment Analysis from Scratch
Cícero dos Santos |

UBham: Lexical Resources and Dependency Parsing for Aspect-Based Sentiment Analysis
Viktor Pekar | Naveed Afzal | Bernd Bohnet |

Neural Networks for Integrating Compositional and Non-compositional Sentiment in Sentiment Composition
Xiaodan Zhu | Hongyu Guo | Parinaz Sobhani |

Gradiant-Analytics: Training Polarity Shifters with CRFs for Message Level Polarity Detection
Héctor Cerezo-Costas | Diego Celix-Salgado |

RoseMerry: A Baseline Message-level Sentiment Classification System
Huizhi Liang | Richard Fothergill | Timothy Baldwin |

Sentibase: Sentiment Analysis in Twitter on a Budget
Satarupa Guha | Aditya Joshi | Vasudeva Varma |

UFRGS: Identifying Categories and Targets in Customer Reviews
Anderson Kauer | Viviane Moreira |

SIEL: Aspect Based Sentiment Analysis in Reviews
Satarupa Guha | Aditya Joshi | Vasudeva Varma |

CICBUAPnlp at SemEval-2016 Task 4-A: Discovering Twitter Polarity using Enhanced Embeddings
Helena Gomez | Darnes Vilariño | Grigori Sidorov | David Pinto Avendaño |

SentiSys at SemEval-2016 Task 4: Feature-Based System for Sentiment Analysis in Twitter
Hussam Hamdan |

Know-Center at SemEval-2016 Task 5: Using Word Vectors with Typed Dependencies for Opinion Target Expression Extraction
Stefan Falk | Andi Rexha | Roman Kern |

COMMIT at SemEval-2016 Task 5: Sentiment Analysis with Rhetorical Structure Theory
Kim Schouten | Flavius Frasincar |

Metaphor as a Medium for Emotion: An Empirical Study
Saif Mohammad | Ekaterina Shutova | Peter Turney |

NILC-USP at SemEval-2017 Task 4: A Multi-view Ensemble for Twitter Sentiment Analysis
Edilson Anselmo Corrêa Júnior | Vanessa Queiroz Marinho | Leandro Borges dos Santos |

SentiME++ at SemEval-2017 Task 4: Stacking State-of-the-Art Classifiers to Enhance Sentiment Classification
Raphaël Troncy | Enrico Palumbo | Efstratios Sygkounas | Giuseppe Rizzo |

funSentiment at SemEval-2017 Task 4: Topic-Based Message Sentiment Classification by Exploiting Word Embeddings, Text Features and Target Contexts
Quanzhi Li | Armineh Nourbakhsh | Xiaomo Liu | Rui Fang | Sameena Shah |

TakeLab at SemEval-2017 Task 5: Linear aggregation of word embeddings for fine-grained sentiment analysis of financial news
Leon Rotim | Martin Tutek | Jan Šnajder |

COMMIT at SemEval-2017 Task 5: Ontology-based Method for Sentiment Analysis of Financial Headlines
Kim Schouten | Flavius Frasincar | Franciska de Jong |

Yuan at SemEval-2018 Task 1: Tweets Emotion Intensity Prediction using Ensemble Recurrent Neural Network
Min Wang | Xiaobing Zhou |

CrystalFeel at SemEval-2018 Task 1: Understanding and Detecting Emotion Intensity using Affective Lexicons
Raj Kumar Gupta | Yinping Yang |

#TeamINF at SemEval-2018 Task 2: Emoji Prediction in Tweets
Alison Ribeiro | Nádia Silva |

Element-wise Bilinear Interaction for Sentence Matching
Jihun Choi | Taeuk Kim | Sang-goo Lee |

Multiplicative Tree-Structured Long Short-Term Memory Networks for Semantic Representations
Nam Khanh Tran | Weiwei Cheng |

Stock Market Prediction with Deep Learning: A Character-based Neural Language Model for Event-based Trading
Leonardo dos Santos Pinheiro | Mark Dras |

Leveraging Linguistic Resources for Improving Neural Text Classification
Ming Liu | Gholamreza Haffari | Wray Buntine | Michelle Ananda-Rajah |

As Long as You Name My Name Right: Social Circles and Social Sentiment in the Hollywood Hearings
Oren Tsur | Dan Calacci | David Lazer |

MUCK: A toolkit for extracting and visualizing semantic dimensions of large text collections
Rebecca Weiss |

Linguistic Indicators of Severity and Progress in Online Text-based Therapy for Depression
Christine Howes | Matthew Purver | Rose McCabe |

Relation Extraction: Perspective from Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman |

Learning Distributed Representations for Multilingual Text Sequences
Hieu Pham | Thang Luong | Christopher Manning |

Bilingual Word Representations with Monolingual Quality in Mind
Thang Luong | Hieu Pham | Christopher D. Manning |

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

Long Nights, Rainy Days, and Misspent Youth: Automatically Extracting and Categorizing Occasions Associated with Consumer Products.
David Bracewell |

Distributional Semantics in Use
Raffaella Bernardi | Gemma Boleda | Raquel Fernández | Denis Paperno |

Analysing domain suitability of a sentiment lexicon by identifying distributionally bipolar words
Lucie Flekova | Daniel Preoţiuc-Pietro | Eugen Ruppert |

A Linguistically Informed Convolutional Neural Network
Sebastian Ebert | Ngoc Thang Vu | Hinrich Schütze |

Synthetic Text Generation for Sentiment Analysis
Umar Maqsud |

Machine Translation Evaluation using Recurrent Neural Networks
Rohit Gupta | Constantin Orăsan | Josef van Genabith |

Learning Salient Samples and Distributed Representations for Topic-Based Chinese Message Polarity Classification
Xin Kang | Yunong Wu | Zhifei Zhang |

Recursive Neural Networks Can Learn Logical Semantics
Samuel R. Bowman | Christopher Potts | Christopher D. Manning |

NCSU_SAS_WOOKHEE: A Deep Contextual Long-Short Term Memory Model for Text Normalization
Wookhee Min | Bradford Mott |

Quantifying the Vanishing Gradient and Long Distance Dependency Problem in Recursive Neural Networks and Recursive LSTMs
Phong Le | Willem Zuidema |

Mapping Unseen Words to Task-Trained Embedding Spaces
Pranava Swaroop Madhyastha | Mohit Bansal | Kevin Gimpel | Karen Livescu |

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

Learning Word Importance with the Neural Bag-of-Words Model
Imran Sheikh | Irina Illina | Dominique Fohr | Georges Linarès |

A Vector Model for Type-Theoretical Semantics
Konstantin Sokolov |

Translation Quality Estimation using Recurrent Neural Network
Raj Nath Patel | Sasikumar M |

Correlation-based Intrinsic Evaluation of Word Vector Representations
Yulia Tsvetkov | Manaal Faruqui | Chris Dyer |

Recognizing the Absence of Opposing Arguments in Persuasive Essays
Christian Stab | Iryna Gurevych |

Using Distributed Representations to Disambiguate Biomedical and Clinical Concepts
Stéphan Tulkens | Simon Suster | Walter Daelemans |

Active learning for detection of stance components
Maria Skeppstedt | Magnus Sahlgren | Carita Paradis | Andreas Kerren |

Detecting Opinion Polarities using Kernel Methods
Rasoul Kaljahi | Jennifer Foster |

Recurrent Neural Network with Word Embedding for Complaint Classification
Panuwat Assawinjaipetch | Kiyoaki Shirai | Virach Sornlertlamvanich | Sanparith Marukata |

Readers vs. Writers vs. Texts: Coping with Different Perspectives of Text Understanding in Emotion Annotation
Sven Buechel | Udo Hahn |

A Twitter Corpus and Benchmark Resources for German Sentiment Analysis
Mark Cieliebak | Jan Milan Deriu | Dominic Egger | Fatih Uzdilli |

Comparison of Short-Text Sentiment Analysis Methods for Croatian
Leon Rotim | Jan Šnajder |

Gradual Learning of Matrix-Space Models of Language for Sentiment Analysis
Shima Asaadi | Sebastian Rudolph |

Learning when to skim and when to read
Alexander Johansen | Richard Socher |

Towards Neural Machine Translation with Latent Tree Attention
James Bradbury | Richard Socher |

Feature-Enriched Character-Level Convolutions for Text Regression
Gustavo Paetzold | Lucia Specia |

Argument Relation Classification Using a Joint Inference Model
Yufang Hou | Charles Jochim |

Assessing State-of-the-Art Sentiment Models on State-of-the-Art Sentiment Datasets
Jeremy Barnes | Roman Klinger | Sabine Schulte im Walde |

Towards Syntactic Iberian Polarity Classification
David Vilares | Marcos Garcia | Miguel A. Alonso | Carlos Gómez-Rodríguez |

Explaining Recurrent Neural Network Predictions in Sentiment Analysis
Leila Arras | Grégoire Montavon | Klaus-Robert Müller | Wojciech Samek |

GradAscent at EmoInt-2017: Character and Word Level Recurrent Neural Network Models for Tweet Emotion Intensity Detection
Egor Lakomkin | Chandrakant Bothe | Stefan Wermter |

Towards Linguistically Generalizable NLP Systems: A Workshop and Shared Task
Allyson Ettinger | Sudha Rao | Hal Daumé III | Emily M. Bender |

BIBI System Description: Building with CNNs and Breaking with Deep Reinforcement Learning
Yitong Li | Trevor Cohn | Timothy Baldwin |

Strawman: An Ensemble of Deep Bag-of-Ngrams for Sentiment Analysis
Kyunghyun Cho |

Exploring Joint Neural Model for Sentence Level Discourse Parsing and Sentiment Analysis
Bita Nejat | Giuseppe Carenini | Raymond Ng |

oIQa: An Opinion Influence Oriented Question Answering Framework with Applications to Marketing Domain
Dumitru-Clementin Cercel | Cristian Onose | Stefan Trausan-Matu | Florin Pop |

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

Tackling Adversarial Examples in QA via Answer Sentence Selection
Yuanhang Ren | Ye Du | Di Wang |

Multi-glance Reading Model for Text Understanding
Pengcheng Zhu | Yujiu Yang | Wenqiang Gao | Yi Liu |

Syntactic Dependency Representations in Neural Relation Classification
Farhad Nooralahzadeh | Lilja Øvrelid |

Chat Discrimination for Intelligent Conversational Agents with a Hybrid CNN-LMTGRU Network
Dennis Singh Moirangthem | Minho Lee |

Connecting Supervised and Unsupervised Sentence Embeddings
Gil Levi |

Unsupervised Random Walk Sentence Embeddings: A Strong but Simple Baseline
Kawin Ethayarajh |

Learning Hierarchical Structures On-The-Fly with a Recurrent-Recursive Model for Sequences
Athul Paul Jacob | Zhouhan Lin | Alessandro Sordoni | Yoshua Bengio |

Polarity and Intensity: the Two Aspects of Sentiment Analysis
Leimin Tian | Catherine Lai | Johanna Moore |

Domain Adapted Word Embeddings for Improved Sentiment Classification
Prathusha Kameswara Sarma | Yingyu Liang | Bill Sethares |

RiTUAL-UH at TRAC 2018 Shared Task: Aggression Identification
Niloofar Safi Samghabadi | Deepthi Mave | Sudipta Kar | Thamar Solorio |

Interpreting Neural Networks with Nearest Neighbors
Eric Wallace | Shi Feng | Jordan Boyd-Graber |

Iterative Recursive Attention Model for Interpretable Sequence Classification
Martin Tutek | Jan Šnajder |

Firearms and Tigers are Dangerous, Kitchen Knives and Zebras are Not: Testing whether Word Embeddings Can Tell
Pia Sommerauer | Antske Fokkens |

Robust Word Vectors: Context-Informed Embeddings for Noisy Texts
Valentin Malykh | Varvara Logacheva | Taras Khakhulin |

Convolutions Are All You Need (For Classifying Character Sequences)
Zach Wood-Doughty | Nicholas Andrews | Mark Dredze |

Topic-Specific Sentiment Analysis Can Help Identify Political Ideology
Sumit Bhatia | Deepak P |

DataSEARCH at IEST 2018: Multiple Word Embedding based Models for Implicit Emotion Classification of Tweets with Deep Learning
Yasas Senarath | Uthayasanker Thayasivam |

On the difficulty of a distributional semantics of spoken language
Grzegorz Chrupała | Lieke Gelderloos | Ákos Kádár | Afra Alishahi |

Retrieval Term Prediction Using Deep Belief Networks
Qing Ma | Ibuki Tanigawa | Masaki Murata |

Japanese Sentiment Classification with Stacked Denoising Auto-Encoder using Distributed Word Representation
Peinan Zhang | Mamoru Komachi |

Is Wikipedia Really Neutral? A Sentiment Perspective Study of War-related Wikipedia Articles since 1945
Yiwei Zhou | Alexandra Cristea | Zachary Roberts |

http://nlp.stanford.edu/

Field Of Study

Task

Information Retrieval Sentiment Analysis

Approach

Deep Learning

Language

English

Dataset

Twitter

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