NLPExplorer

Relation Classification via Convolutional Deep Neural Network

Paper Details:

Month: August
Year: 2014
Location: Dublin, Ireland
Venue: COLING |

Citations

URL

Relation Extraction with Multi-instance Multi-label Convolutional Neural Networks
Xiaotian Jiang | Quan Wang | Peng Li | Bin Wang |

Attention-Based Convolutional Neural Network for Semantic Relation Extraction
Yatian Shen | Xuanjing Huang |

Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction
Pankaj Gupta | Hinrich Schütze | Bernt Andrassy |

Adversarial Feature Adaptation for Cross-lingual Relation Classification
Bowei Zou | Zengzhuang Xu | Yu Hong | Guodong Zhou |

A Position-aware Bidirectional Attention Network for Aspect-level Sentiment Analysis
Shuqin Gu | Lipeng Zhang | Yuexian Hou | Yin Song |

Point Precisely: Towards Ensuring the Precision of Data in Generated Texts Using Delayed Copy Mechanism
Liunian Li | Xiaojun Wan |

Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences
Shiou Tian Hsu | Mandar Chaudhary | Nagiza Samatova |

Exploratory Neural Relation Classification for Domain Knowledge Acquisition
Yan Fan | Chengyu Wang | Xiaofeng He |

SeVeN: Augmenting Word Embeddings with Unsupervised Relation Vectors
Luis Espinosa-Anke | Steven Schockaert |

What’s in Your Embedding, And How It Predicts Task Performance
Anna Rogers | Shashwath Hosur Ananthakrishna | Anna Rumshisky |

Word-Level Loss Extensions for Neural Temporal Relation Classification
Artuur Leeuwenberg | Marie-Francine Moens |

Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks
Daojian Zeng | Kang Liu | Yubo Chen | Jun Zhao |

A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification
Yunlun Yang | Yunhai Tong | Shulei Ma | Zhi-Hong Deng |

DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning
Wenhan Xiong | Thien Hoang | William Yang Wang |

Temporal Information Extraction for Question Answering Using Syntactic Dependencies in an LSTM-based Architecture
Yuanliang Meng | Anna Rumshisky | Alexey Romanov |

Incorporating Relation Paths in Neural Relation Extraction
Wenyuan Zeng | Yankai Lin | Zhiyuan Liu | Maosong Sun |

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

A Soft-label Method for Noise-tolerant Distantly Supervised Relation Extraction
Tianyu Liu | Kexiang Wang | Baobao Chang | Zhifang Sui |

Deep Residual Learning for Weakly-Supervised Relation Extraction
Yi Yao Huang | William Yang Wang |

Challenges in Data-to-Document Generation
Sam Wiseman | Stuart Shieber | Alexander Rush |

Improving Slot Filling Performance with Attentive Neural Networks on Dependency Structures
Lifu Huang | Avirup Sil | Heng Ji | Radu Florian |

Neural Relation Extraction via Inner-Sentence Noise Reduction and Transfer Learning
Tianyi Liu | Xinsong Zhang | Wanhao Zhou | Weijia Jia |

Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
Yuhao Zhang | Peng Qi | Christopher D. Manning |

Multi-Level Structured Self-Attentions for Distantly Supervised Relation Extraction
Jinhua Du | Jingguang Han | Andy Way | Dadong Wan |

Exploiting Document Level Information to Improve Event Detection via Recurrent Neural Networks
Shaoyang Duan | Ruifang He | Wenli Zhao |

Learning Transferable Representation for Bilingual Relation Extraction via Convolutional Neural Networks
Bonan Min | Zhuolin Jiang | Marjorie Freedman | Ralph Weischedel |

Domain Adaptation for Relation Extraction with Domain Adversarial Neural Network
Lisheng Fu | Thien Huu Nguyen | Bonan Min | Ralph Grishman |

Task-Oriented Learning of Word Embeddings for Semantic Relation Classification
Kazuma Hashimoto | Pontus Stenetorp | Makoto Miwa | Yoshimasa Tsuruoka |

Event Linking with Sentential Features from Convolutional Neural Networks
Sebastian Krause | Feiyu Xu | Hans Uszkoreit | Dirk Weissenborn |

Learning local and global contexts using a convolutional recurrent network model for relation classification in biomedical text
Desh Raj | Sunil Sahu | Ashish Anand |

Chinese Relation Classification using Long Short Term Memory Networks
Linrui Zhang | Dan Moldovan |

A Dataset for Inter-Sentence Relation Extraction using Distant Supervision
Angrosh Mandya | Danushka Bollegala | Frans Coenen | Katie Atkinson |

Combining Recurrent and Convolutional Neural Networks for Relation Classification
Ngoc Thang Vu | Heike Adel | Pankaj Gupta | Hinrich Schütze |

Comparing Convolutional Neural Networks to Traditional Models for Slot Filling
Heike Adel | Benjamin Roth | Hinrich Schütze |

Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss
Peng Xu | Denilson Barbosa |

Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text
Ji Wen | Xu Sun | Xuancheng Ren | Qi Su |

Classifying Relations by Ranking with Convolutional Neural Networks
Cícero dos Santos | Bing Xiang | Bowen Zhou |

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

Event Detection and Domain Adaptation with Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman |

Bidirectional Recurrent Convolutional Neural Network for Relation Classification
Rui Cai | Xiaodong Zhang | Houfeng Wang |

Probabilistic Graph-based Dependency Parsing with Convolutional Neural Network
Zhisong Zhang | Hai Zhao | Lianhui Qin |

Jointly Extracting Relations with Class Ties via Effective Deep Ranking
Hai Ye | Wenhan Chao | Zhunchen Luo | Zhoujun Li |

Unsupervised Learning of Distributional Relation Vectors
Shoaib Jameel | Zied Bouraoui | Steven Schockaert |

DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction
Pengda Qin | Weiran Xu | William Yang Wang |

Adaptive Scaling for Sparse Detection in Information Extraction
Hongyu Lin | Yaojie Lu | Xianpei Han | Le Sun |

Discovering Implicit Knowledge with Unary Relations
Michael Glass | Alfio Gliozzo |

Robust Distant Supervision Relation Extraction via Deep Reinforcement Learning
Pengda Qin | Weiran Xu | William Yang Wang |

Enhancing Drug-Drug Interaction Extraction from Texts by Molecular Structure Information
Masaki Asada | Makoto Miwa | Yutaka Sasaki |

Recognizing Complex Entity Mentions: A Review and Future Directions
Xiang Dai |

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

ECNU: Multi-level Sentiment Analysis on Twitter Using Traditional Linguistic Features and Word Embedding Features
Zhihua Zhang | Guoshun Wu | Man Lan |

Texterra at SemEval-2018 Task 7: Exploiting Syntactic Information for Relation Extraction and Classification in Scientific Papers
Andrey Sysoev | Vladimir Mayorov |

NTNU at SemEval-2018 Task 7: Classifier Ensembling for Semantic Relation Identification and Classification in Scientific Papers
Biswanath Barik | Utpal Kumar Sikdar | Björn Gambäck |

Talla at SemEval-2018 Task 7: Hybrid Loss Optimization for Relation Classification using Convolutional Neural Networks
Bhanu Pratap | Daniel Shank | Oladipo Ositelu | Byron Galbraith |

Unsupervised Pre-training With Seq2Seq Reconstruction Loss for Deep Relation Extraction Models
Zhuang Li | Lizhen Qu | Qiongkai Xu | Mark Johnson |

ASM Kernel: Graph Kernel using Approximate Subgraph Matching for Relation Extraction
Nagesh C. Panyam | Karin Verspoor | Trevor Cohn | Rao Kotagiri |

Distributional Representations of Words for Short Text Classification
Chenglong Ma | Weiqun Xu | Peijia Li | Yonghong Yan |

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

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

Relation extraction from clinical texts using domain invariant convolutional neural network
Sunil Sahu | Ashish Anand | Krishnadev Oruganty | Mahanandeeshwar Gattu |

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

Extracting Drug-Drug Interactions with Attention CNNs
Masaki Asada | Makoto Miwa | Yutaka Sasaki |

Deep learning for extracting protein-protein interactions from biomedical literature
Yifan Peng | Zhiyong Lu |

Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text
Dongyun Liang | Weiran Xu | Yinge Zhao |

Learning Phrase Embeddings from Paraphrases with GRUs
Zhihao Zhou | Lifu Huang | Heng Ji |

Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing
Jari Björne | Tapio Salakoski |

Convolutional neural networks for chemical-disease relation extraction are improved with character-based word embeddings
Dat Quoc Nguyen | Karin Verspoor |

Hierarchical Convolutional Attention Networks for Text Classification
Shang Gao | Arvind Ramanathan | Georgia Tourassi |

Evaluating Word Embeddings in Multi-label Classification Using Fine-Grained Name Typing
Yadollah Yaghoobzadeh | Katharina Kann | Hinrich Schütze |

Syntax-based Transfer Learning for the Task of Biomedical Relation Extraction
Joël Legrand | Yannick Toussaint | Chedy Raïssi | Adrien Coulet |

A Case Study on Learning a Unified Encoder of Relations
Lisheng Fu | Bonan Min | Thien Huu Nguyen | Ralph Grishman |

Field Of Study

Linguistic Trends

Embeddings

Task

Tagging Chunking Syntactic Parsing

Approach

Deep Learning Generative Model

Language

English

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