NLPExplorer

Neural Architectures for Named Entity Recognition

Paper Details:

Month: June
Year: 2016
Location: San Diego, California
Venue: NAACL |

Citations

URL

Attending to Characters in Neural Sequence Labeling Models
Marek Rei | Gamal Crichton | Sampo Pyysalo |

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

Cross-lingual Argumentation Mining: Machine Translation (and a bit of Projection) is All You Need!
Steffen Eger | Johannes Daxenberger | Christian Stab | Iryna Gurevych |

Treat us like the sequences we are: Prepositional Paraphrasing of Noun Compounds using LSTM
Girishkumar Ponkiya | Kevin Patel | Pushpak Bhattacharyya | Girish Palshikar |

Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models
Lingzhen Chen | Alessandro Moschitti |

Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs
Wenpeng Yin | Yadollah Yaghoobzadeh | Hinrich Schütze |

Structured Representation Learning for Online Debate Stance Prediction
Chang Li | Aldo Porco | Dan Goldwasser |

Design Challenges and Misconceptions in Neural Sequence Labeling
Jie Yang | Shuailong Liang | Yue Zhang |

Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping
Jian Ni | Radu Florian |

Learning What’s Easy: Fully Differentiable Neural Easy-First Taggers
André F. T. Martins | Julia Kreutzer |

A Sub-Character Architecture for Korean Language Processing
Karl Stratos |

AMR Parsing using Stack-LSTMs
Miguel Ballesteros | Yaser Al-Onaizan |

Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification
Heike Adel | Hinrich Schütze |

End-to-End Neural Relation Extraction with Global Optimization
Meishan Zhang | Yue Zhang | Guohong Fu |

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

Fast and Accurate Entity Recognition with Iterated Dilated Convolutions
Emma Strubell | Patrick Verga | David Belanger | Andrew McCallum |

Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources
Joo-Kyung Kim | Young-Bum Kim | Ruhi Sarikaya | Eric Fosler-Lussier |

Neural Segmental Hypergraphs for Overlapping Mention Recognition
Bailin Wang | Wei Lu |

Variational Sequential Labelers for Semi-Supervised Learning
Mingda Chen | Qingming Tang | Karen Livescu | Kevin Gimpel |

Conversational Decision-Making Model for Predicting the King’s Decision in the Annals of the Joseon Dynasty
JinYeong Bak | Alice Oh |

PubSE: A Hierarchical Model for Publication Extraction from Academic Homepages
Yiqing Zhang | Jianzhong Qi | Rui Zhang | Chuandong Yin |

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

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

Memory, Show the Way: Memory Based Few Shot Word Representation Learning
Jingyuan Sun | Shaonan Wang | Chengqing Zong |

Structured Alignment Networks for Matching Sentences
Yang Liu | Matt Gardner | Mirella Lapata |

Better Transition-Based AMR Parsing with a Refined Search Space
Zhijiang Guo | Wei Lu |

Deep Relevance Ranking Using Enhanced Document-Query Interactions
Ryan McDonald | George Brokos | Ion Androutsopoulos |

Neural Adaptation Layers for Cross-domain Named Entity Recognition
Bill Yuchen Lin | Wei Lu |

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

Learning Better Internal Structure of Words for Sequence Labeling
Yingwei Xin | Ethan Hart | Vibhuti Mahajan | Jean-David Ruvini |

Neural Transition Based Parsing of Web Queries: An Entity Based Approach
Rivka Malca | Roi Reichart |

Deep Exhaustive Model for Nested Named Entity Recognition
Mohammad Golam Sohrab | Makoto Miwa |

Evaluating the Utility of Hand-crafted Features in Sequence Labelling
Minghao Wu | Fei Liu | Trevor Cohn |

On the Strength of Character Language Models for Multilingual Named Entity Recognition
Xiaodong Yu | Stephen Mayhew | Mark Sammons | Dan Roth |

Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific Abstracts
Di Jin | Peter Szolovits |

Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
Yi Luan | Luheng He | Mari Ostendorf | Hannaneh Hajishirzi |

Building Context-aware Clause Representations for Situation Entity Type Classification
Zeyu Dai | Ruihong Huang |

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

When is multitask learning effective? Semantic sequence prediction under varying data conditions
Héctor Martínez Alonso | Barbara Plank |

Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities
Yadollah Yaghoobzadeh | Hinrich Schütze |

Instances and concepts in distributional space
Gemma Boleda | Abhijeet Gupta | Sebastian Padó |

Are Emojis Predictable?
Francesco Barbieri | Miguel Ballesteros | Horacio Saggion |

Addressing Domain Adaptation for Chinese Word Segmentation with Global Recurrent Structure
Shen Huang | Xu Sun | Houfeng Wang |

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

Capturing Long-range Contextual Dependencies with Memory-enhanced Conditional Random Fields
Fei Liu | Timothy Baldwin | Trevor Cohn |

Named Entity Recognition with Stack Residual LSTM and Trainable Bias Decoding
Quan Tran | Andrew MacKinlay | Antonio Jimeno Yepes |

Integrating Subject, Type, and Property Identification for Simple Question Answering over Knowledge Base
Wei-Chuan Hsiao | Hen-Hsen Huang | Hsin-Hsi Chen |

Segment-Level Neural Conditional Random Fields for Named Entity Recognition
Motoki Sato | Hiroyuki Shindo | Ikuya Yamada | Yuji Matsumoto |

MTNA: A Neural Multi-task Model for Aspect Category Classification and Aspect Term Extraction On Restaurant Reviews
Wei Xue | Wubai Zhou | Tao Li | Qing Wang |

Identifying Protein-protein Interactions in Biomedical Literature using Recurrent Neural Networks with Long Short-Term Memory
Yu-Lun Hsieh | Yung-Chun Chang | Nai-Wen Chang | Wen-Lian Hsu |

A Multi-task Learning Approach to Adapting Bilingual Word Embeddings for Cross-lingual Named Entity Recognition
Dingquan Wang | Nanyun Peng | Kevin Duh |

Making Neural QA as Simple as Possible but not Simpler
Dirk Weissenborn | Georg Wiese | Laura Seiffe |

Align and Copy: UZH at SIGMORPHON 2017 Shared Task for Morphological Reinflection
Peter Makarov | Tatiana Ruzsics | Simon Clematide |

Global Attention for Name Tagging
Boliang Zhang | Spencer Whitehead | Lifu Huang | Heng Ji |

Upcycle Your OCR: Reusing OCRs for Post-OCR Text Correction in Romanised Sanskrit
Amrith Krishna | Bodhisattwa P. Majumder | Rajesh Bhat | Pawan Goyal |

Modeling Composite Labels for Neural Morphological Tagging
Alexander Tkachenko | Kairit Sirts |

End-to-End Neural Entity Linking
Nikolaos Kolitsas | Octavian-Eugen Ganea | Thomas Hofmann |

Towards JointUD: Part-of-speech Tagging and Lemmatization using Recurrent Neural Networks
Gor Arakelyan | Karen Hambardzumyan | Hrant Khachatrian |

A Corpus for Modeling Word Importance in Spoken Dialogue Transcripts
Sushant Kafle | Matt Huenerfauth |

Language adaptation experiments via cross-lingual embeddings for related languages
Serge Sharoff |

English-Basque Statistical and Neural Machine Translation
Inigo Jauregi Unanue | Lierni Garmendia Arratibel | Ehsan Zare Borzeshi | Massimo Piccardi |

Improving a Neural-based Tagger for Multiword Expressions Identification
Dušan Variš | Natalia Klyueva |

Graph Based Semi-Supervised Learning Approach for Tamil POS tagging
Mokanarangan Thayaparan | Surangika Ranathunga | Uthayasanker Thayasivam |

BiLSTM-CRF for Persian Named-Entity Recognition ArmanPersoNERCorpus: the First Entity-Annotated Persian Dataset
Hanieh Poostchi | Ehsan Zare Borzeshi | Massimo Piccardi |

Zero-Shot Sequence Labeling: Transferring Knowledge from Sentences to Tokens
Marek Rei | Anders Søgaard |

Variable Typing: Assigning Meaning to Variables in Mathematical Text
Yiannos Stathopoulos | Simon Baker | Marek Rei | Simone Teufel |

Multimodal Named Entity Recognition for Short Social Media Posts
Seungwhan Moon | Leonardo Neves | Vitor Carvalho |

What’s Going On in Neural Constituency Parsers? An Analysis
David Gaddy | Mitchell Stern | Dan Klein |

An Annotated Corpus for Machine Reading of Instructions in Wet Lab Protocols
Chaitanya Kulkarni | Wei Xu | Alan Ritter | Raghu Machiraju |

Directional Skip-Gram: Explicitly Distinguishing Left and Right Context for Word Embeddings
Yan Song | Shuming Shi | Jing Li | Haisong Zhang |

Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks
Salman Mohammed | Peng Shi | Jimmy Lin |

Bag of Experts Architectures for Model Reuse in Conversational Language Understanding
Rahul Jha | Alex Marin | Suvamsh Shivaprasad | Imed Zitouni |

End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
Xuezhe Ma | Eduard Hovy |

Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning
Nanyun Peng | Mark Dredze |

Leveraging Knowledge Bases in LSTMs for Improving Machine Reading
Bishan Yang | Tom Mitchell |

Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation Projection
Jian Ni | Georgiana Dinu | Radu Florian |

Semi-supervised sequence tagging with bidirectional language models
Matthew Peters | Waleed Ammar | Chandra Bhagavatula | Russell Power |

Ontology-Aware Token Embeddings for Prepositional Phrase Attachment
Pradeep Dasigi | Waleed Ammar | Chris Dyer | Eduard Hovy |

Semi-supervised Multitask Learning for Sequence Labeling
Marek Rei |

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

Multi-Task Learning of Keyphrase Boundary Classification
Isabelle Augenstein | Anders Søgaard |

Sentence-State LSTM for Text Representation
Yue Zhang | Qi Liu | Linfeng Song |

A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling
Ying Lin | Shengqi Yang | Veselin Stoyanov | Heng Ji |

Strong Baselines for Neural Semi-Supervised Learning under Domain Shift
Sebastian Ruder | Barbara Plank |

Chinese NER Using Lattice LSTM
Yue Zhang | Jie Yang |

Harvesting Paragraph-level Question-Answer Pairs from Wikipedia
Xinya Du | Claire Cardie |

Efficient Large-Scale Neural Domain Classification with Personalized Attention
Young-Bum Kim | Dongchan Kim | Anjishnu Kumar | Ruhi Sarikaya |

A Named Entity Recognition Shootout for German
Martin Riedl | Sebastian Padó |

Hybrid semi-Markov CRF for Neural Sequence Labeling
Zhixiu Ye | Zhen-Hua Ling |

Judicious Selection of Training Data in Assisting Language for Multilingual Neural NER
Rudra Murthy | Anoop Kunchukuttan | Pushpak Bhattacharyya |

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

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

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

A Comparison of Feature-Based and Neural Scansion of Poetry
Manex Agirrezabal | Iñaki Alegria | Mans Hulden |

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

Deep Learning Models For Multiword Expression Identification
Waseem Gharbieh | Virendrakumar Bhavsar | Paul Cook |

LIMSI-COT at SemEval-2017 Task 12: Neural Architecture for Temporal Information Extraction from Clinical Narratives
Julien Tourille | Olivier Ferret | Xavier Tannier | Aurélie Névéol |

TeamDL at SemEval-2018 Task 8: Cybersecurity Text Analysis using Convolutional Neural Network and Conditional Random Fields
Manikandan R | Krishna Madgula | Snehanshu Saha |

HCCL at SemEval-2018 Task 8: An End-to-End System for Sequence Labeling from Cybersecurity Reports
Mingming Fu | Xuemin Zhao | Yonghong Yan |

Deep Affix Features Improve Neural Named Entity Recognizers
Vikas Yadav | Rebecca Sharp | Steven Bethard |

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

Spanish NER with Word Representations and Conditional Random Fields
Jenny Linet Copara Zea | Jose Eduardo Ochoa Luna | Camilo Thorne | Goran Glavaš |

DeepNNNER: Applying BLSTM-CNNs and Extended Lexicons to Named Entity Recognition in Tweets
Fabrice Dugas | Eric Nichols |

Bidirectional LSTM-CRF for Clinical Concept Extraction
Raghavendra Chalapathy | Ehsan Zare Borzeshi | Massimo Piccardi |

Assessing the Corpus Size vs. Similarity Trade-off for Word Embeddings in Clinical NLP
Kirk Roberts |

Chinese Grammatical Error Diagnosis with Long Short-Term Memory Networks
Bo Zheng | Wanxiang Che | Jiang Guo | Ting Liu |

Learning Orthographic Features in Bi-directional LSTM for Biomedical Named Entity Recognition
Nut Limsopatham | Nigel Collier |

Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMs
Simon Almgren | Sean Pavlov | Olof Mogren |

An Investigation of Recurrent Neural Architectures for Drug Name Recognition
Raghavendra Chalapathy | Ehsan Zare Borzeshi | Massimo Piccardi |

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

Proactive Learning for Named Entity Recognition
Maolin Li | Nhung Nguyen | Sophia Ananiadou |

Multi-task Domain Adaptation for Sequence Tagging
Nanyun Peng | Mark Dredze |

Supersense Tagging with a Combination of Character, Subword, and Word-level Representations
Youhyun Shin | Sang-goo Lee |

Entity Identification as Multitasking
Karl Stratos |

A Multi-task Approach for Named Entity Recognition in Social Media Data
Gustavo Aguilar | Suraj Maharjan | Adrian Pastor López-Monroy | Thamar Solorio |

Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media
Bill Y. Lin | Frank Xu | Zhiyi Luo | Kenny Zhu |

A Feature-based Ensemble Approach to Recognition of Emerging and Rare Named Entities
Utpal Kumar Sikdar | Björn Gambäck |

An Exploration of Word Embedding Initialization in Deep-Learning Tasks
Tom Kocmi | Ondřej Bojar |

Neural Morphological Tagging of Lemma Sequences for Machine Translation
Costanza Conforti | Matthias Huck | Alexander Fraser |

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

Bacteria and Biotope Entity Recognition Using A Dictionary-Enhanced Neural Network Model
Qiuyue Wang | Xiaofeng Meng |

RECIPE: Applying Open Domain Question Answering to Privacy Policies
Yan Shvartzshanider | Ananth Balashankar | Thomas Wies | Lakshminarayanan Subramanian |

GHHT at CALCS 2018: Named Entity Recognition for Dialectal Arabic Using Neural Networks
Mohammed Attia | Younes Samih | Wolfgang Maier |

Bilingual Character Representation for Efficiently Addressing Out-of-Vocabulary Words in Code-Switching Named Entity Recognition
Genta Indra Winata | Chien-Sheng Wu | Andrea Madotto | Pascale Fung |

Code-Switched Named Entity Recognition with Embedding Attention
Changhan Wang | Kyunghyun Cho | Douwe Kiela |

Chinese Grammatical Error Diagnosis Based on CRF and LSTM-CRF model
Yujie Zhou | Yinan Shao | Yong Zhou |

Replicated Siamese LSTM in Ticketing System for Similarity Learning and Retrieval in Asymmetric Texts
Pankaj Gupta | Bernt Andrassy | Hinrich Schütze |

Automatic Token and Turn Level Language Identification for Code-Switched Text Dialog: An Analysis Across Language Pairs and Corpora
Vikram Ramanarayanan | Robert Pugh |

PD3: Better Low-Resource Cross-Lingual Transfer By Combining Direct Transfer and Annotation Projection
Steffen Eger | Andreas Rücklé | Iryna Gurevych |

LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation
Pankaj Gupta | Hinrich Schütze |

Towards Automatic Fake News Detection: Cross-Level Stance Detection in News Articles
Costanza Conforti | Mohammad Taher Pilehvar | Nigel Collier |

Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition
Zenan Zhai | Dat Quoc Nguyen | Karin Verspoor |

In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
Golnar Sheikhshabbafghi | Inanc Birol | Anoop Sarkar |

Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding
Samuel Louvan | Bernardo Magnini |

Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational Texts
Kemal Kurniawan | Samuel Louvan |

Field Of Study

Linguistic Trends

Embeddings

Task

Tagging Named Entity Recognition Machine Translation

Approach

Unsupervised Learning

Language

Multilingual English Spanish

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