NLPExplorer

Deep Unordered Composition Rivals Syntactic Methods for Text Classification

Mohit Iyyer | Varun Manjunatha | Jordan Boyd-Graber | Hal Daumé III |

Paper Details:

Month: July
Year: 2015
Location: Beijing, China
Venue: ACL | IJCNLP |

Citations

URL

Exploring Distributional Representations and Machine Translation for Aspect-based Cross-lingual Sentiment Classification.
Jeremy Barnes | Patrik Lambert | Toni Badia |

Open-Domain Event Detection using Distant Supervision
Jun Araki | Teruko Mitamura |

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

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

Rationalizing Neural Predictions
Tao Lei | Regina Barzilay | Tommi Jaakkola |

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

Exploiting Word Internal Structures for Generic Chinese Sentence Representation
Shaonan Wang | Jiajun Zhang | Chengqing Zong |

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

Zero-Shot Activity Recognition with Verb Attribute Induction
Rowan Zellers | Yejin Choi |

Adversarial Training for Relation Extraction
Yi Wu | David Bamman | Stuart Russell |

Document-Level Multi-Aspect Sentiment Classification as Machine Comprehension
Yichun Yin | Yangqiu Song | Ming Zhang |

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

Neural Latent Extractive Document Summarization
Xingxing Zhang | Mirella Lapata | Furu Wei | Ming Zhou |

Picking Apart Story Salads
Su Wang | Eric Holgate | Greg Durrett | Katrin Erk |

evision PDF of 'Content Selection in Deep Learning Models of Summarization
Chris Kedzie | Kathleen McKeown | Hal Daumé III |

A Neural Local Coherence Model for Text Quality Assessment
Mohsen Mesgar | Michael Strube |

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

Wronging a Right: Generating Better Errors to Improve Grammatical Error Detection
Sudhanshu Kasewa | Pontus Stenetorp | Sebastian Riedel |

A Sensitivity Analysis of (and Practitioners’ Guide to) Convolutional Neural Networks for Sentence Classification
Ye Zhang | Byron Wallace |

An Ensemble Method with Sentiment Features and Clustering Support
Huy Tien Nguyen | Minh Le Nguyen |

A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role Labeling
Diego Marcheggiani | Anton Frolov | Ivan Titov |

An Improved Neural Network Model for Joint POS Tagging and Dependency Parsing
Dat Quoc Nguyen | Karin Verspoor |

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

Learning Distributed Representations of Sentences from Unlabelled Data
Felix Hill | Kyunghyun Cho | Anna Korhonen |

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

Content-Based Citation Recommendation
Chandra Bhagavatula | Sergey Feldman | Russell Power | Waleed Ammar |

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

Multinomial Adversarial Networks for Multi-Domain Text Classification
Xilun Chen | Claire Cardie |

Handling Homographs in Neural Machine Translation
Frederick Liu | Han Lu | Graham Neubig |

Learning Joint Semantic Parsers from Disjoint Data
Hao Peng | Sam Thomson | Swabha Swayamdipta | Noah A. Smith |

Contextualized Word Representations for Reading Comprehension
Shimi Salant | Jonathan Berant |

Deep Dungeons and Dragons: Learning Character-Action Interactions from Role-Playing Game Transcripts
Annie Louis | Charles Sutton |

Training a Ranking Function for Open-Domain Question Answering
Phu Mon Htut | Samuel Bowman | Kyunghyun Cho |

Learning Text Pair Similarity with Context-sensitive Autoencoders
Hadi Amiri | Philip Resnik | Jordan Boyd-Graber | Hal Daumé III |

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

Cross-lingual Distillation for Text Classification
Ruochen Xu | Yiming Yang |

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

Deep Multitask Learning for Semantic Dependency Parsing
Hao Peng | Sam Thomson | Noah A. Smith |

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 |

Subword Regularization: Improving Neural Network Translation Models with Multiple Subword Candidates
Taku Kudo |

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

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

Token-level and sequence-level loss smoothing for RNN language models
Maha Elbayad | Laurent Besacier | Jakob Verbeek |

Bilingual Sentiment Embeddings: Joint Projection of Sentiment Across Languages
Jeremy Barnes | Roman Klinger | Sabine Schulte im Walde |

Trick Me If You Can: Adversarial Writing of Trivia Challenge Questions
Eric Wallace | Jordan Boyd-Graber |

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

Learning to Understand Phrases by Embedding the Dictionary
Felix Hill | Kyunghyun Cho | Anna Korhonen | Yoshua Bengio |

Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations
Eliyahu Kiperwasser | Yoav Goldberg |

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

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

Decoding Sentiment from Distributed Representations of Sentences
Edoardo Maria Ponti | Ivan Vulić | Anna Korhonen |

ECNU at SemEval-2017 Task 1: Leverage Kernel-based Traditional NLP features and Neural Networks to Build a Universal Model for Multilingual and Cross-lingual Semantic Textual Similarity
Junfeng Tian | Zhiheng Zhou | Man Lan | Yuanbin Wu |

ECNU at SemEval-2018 Task 2: Leverage Traditional NLP Features and Neural Networks Methods to Address Twitter Emoji Prediction Task
Xingwu Lu | Xin Mao | Man Lan | Yuanbin Wu |

Learning Patient Representations from Text
Dmitriy Dligach | Timothy Miller |

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

“A Distorted Skull Lies in the Bottom Center...” Identifying Paintings from Text Descriptions
Anupam Guha | Mohit Iyyer | Jordan Boyd-Graber |

Joint Learning of Sentence Embeddings for Relevance and Entailment
Petr Baudiš | Silvestr Stanko | Jan Šedivý |

Sparsifying Word Representations for Deep Unordered Sentence Modeling
Prasanna Sattigeri | Jayaraman J. Thiagarajan |

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

Probing for semantic evidence of composition by means of simple classification tasks
Allyson Ettinger | Ahmed Elgohary | Philip Resnik |

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

Word Sense Disambiguation using a Bidirectional LSTM
Mikael Kågebäck | Hans Salomonsson |

A BiLSTM-based System for Cross-lingual Pronoun Prediction
Sara Stymne | Sharid Loáiciga | Fabienne Cap |

200K+ Crowdsourced Political Arguments for a New Chilean Constitution
Constanza Fierro | Claudio Fuentes | Jorge Pérez | Mauricio Quezada |

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

STEVENDU2018’s system in VarDial 2018: Discriminating between Dutch and Flemish in Subtitles
Steven Du | Yuan Yuan Wang |

Understanding Convolutional Neural Networks for Text Classification
Alon Jacovi | Oren Sar Shalom | Yoav Goldberg |

Jabberwocky Parsing: Dependency Parsing with Lexical Noise
Jungo Kasai | Robert Frank |

http://github.com/miyyer/dan

Field Of Study

Linguistic Trends

Discourse Embeddings Syntax

Task

Information Retrieval Sentiment Analysis Question Answering Machine Translation

Approach

Deep Learning Representation Learning

Dataset

News

Similar Papers

Stance Classification in Rumours as a Sequential Task Exploiting the Tree Structure of Social Media Conversations

Indicative Tweet Generation: An Extractive Summarization Problem?

Priya Sidhaye | Jackie Chi Kit Cheung |

Who cares about Sarcastic Tweets? Investigating the Impact of Sarcasm on Sentiment Analysis.

Diana Maynard | Mark Greenwood |

TwitIE: An Open-Source Information Extraction Pipeline for Microblog Text

Argumentation Mining in User-Generated Web Discourse

Ivan Habernal | Iryna Gurevych |