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Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging
Nils Reimers
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Iryna Gurevych
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Paper Details:
Month: September
Year: 2017
Location: Copenhagen, Denmark
Venue:
EMNLP |
Citations
URL
A Deep Dive into Word Sense Disambiguation with LSTM
Minh Le
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Marten Postma
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Jacopo Urbani
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Piek Vossen
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An Empirical Study on Fine-Grained Named Entity Recognition
Khai Mai
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Thai-Hoang Pham
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Minh Trung Nguyen
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Tuan Duc Nguyen
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Danushka Bollegala
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Ryohei Sasano
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Satoshi Sekine
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Bringing replication and reproduction together with generalisability in NLP: Three reproduction studies for Target Dependent Sentiment Analysis
Andrew Moore
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Paul Rayson
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Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding
Yutai Hou
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Yijia Liu
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Wanxiang Che
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Ting Liu
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Contextual String Embeddings for Sequence Labeling
Alan Akbik
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Duncan Blythe
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Roland Vollgraf
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Multilingual Neural Machine Translation with Task-Specific Attention
Graeme Blackwood
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Miguel Ballesteros
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Todd Ward
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Design Challenges and Misconceptions in Neural Sequence Labeling
Jie Yang
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Shuailong Liang
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Yue Zhang
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Neural Cross-Lingual Named Entity Recognition with Minimal Resources
Jiateng Xie
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Zhilin Yang
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Graham Neubig
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Noah A. Smith
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Jaime Carbonell
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Semi-Supervised Sequence Modeling with Cross-View Training
Kevin Clark
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Minh-Thang Luong
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Christopher D. Manning
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Quoc Le
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An AMR Aligner Tuned by Transition-based Parser
Yijia Liu
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Wanxiang Che
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Bo Zheng
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Bing Qin
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Ting Liu
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An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing
Aaron Smith
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Miryam de Lhoneux
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Sara Stymne
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Joakim Nivre
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Cross-topic Argument Mining from Heterogeneous Sources
Christian Stab
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Tristan Miller
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Benjamin Schiller
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Pranav Rai
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Iryna Gurevych
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Is it Time to Swish? Comparing Deep Learning Activation Functions Across NLP tasks
Steffen Eger
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Paul Youssef
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Iryna Gurevych
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Revisiting the Importance of Encoding Logic Rules in Sentiment Classification
Kalpesh Krishna
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Preethi Jyothi
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Mohit Iyyer
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Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank Concatenation
Wanxiang Che
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Yijia Liu
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Yuxuan Wang
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Bo Zheng
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Ting Liu
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Towards JointUD: Part-of-speech Tagging and Lemmatization using Recurrent Neural Networks
Gor Arakelyan
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Karen Hambardzumyan
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Hrant Khachatrian
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UZH at CoNLL–SIGMORPHON 2018 Shared Task on Universal Morphological Reinflection
Peter Makarov
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Simon Clematide
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BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages
Benjamin Heinzerling
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Michael Strube
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Parsing Tweets into Universal Dependencies
Yijia Liu
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Yi Zhu
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Wanxiang Che
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Bing Qin
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Nathan Schneider
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Noah A. Smith
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Reinforced Co-Training
Jiawei Wu
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Lei Li
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William Yang Wang
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Multimodal Frame Identification with Multilingual Evaluation
Teresa Botschen
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Iryna Gurevych
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Jan-Christoph Klie
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Hatem Mousselly-Sergieh
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Stefan Roth
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Multi-Task Learning for Argumentation Mining in Low-Resource Settings
Claudia Schulz
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Steffen Eger
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Johannes Daxenberger
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Tobias Kahse
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Iryna Gurevych
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Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks
Salman Mohammed
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Peng Shi
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Jimmy Lin
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VnCoreNLP: A Vietnamese Natural Language Processing Toolkit
Thanh Vu
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Dat Quoc Nguyen
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Dai Quoc Nguyen
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Mark Dras
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Mark Johnson
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Graph-to-Sequence Learning using Gated Graph Neural Networks
Daniel Beck
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Gholamreza Haffari
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Trevor Cohn
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Deep Reinforcement Learning for Chinese Zero Pronoun Resolution
Qingyu Yin
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Yu Zhang
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Wei-Nan Zhang
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Ting Liu
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William Yang Wang
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Strong Baselines for Neural Semi-Supervised Learning under Domain Shift
Sebastian Ruder
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Barbara Plank
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Distilling Knowledge for Search-based Structured Prediction
Yijia Liu
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Wanxiang Che
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Huaipeng Zhao
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Bing Qin
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Ting Liu
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A Named Entity Recognition Shootout for German
Martin Riedl
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Sebastian Padó
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Hybrid semi-Markov CRF for Neural Sequence Labeling
Zhixiu Ye
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Zhen-Hua Ling
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Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction
Hu Xu
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Bing Liu
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Lei Shu
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Philip S. Yu
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Event Time Extraction with a Decision Tree of Neural Classifiers
Nils Reimers
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Nazanin Dehghani
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Iryna Gurevych
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Scheduled Multi-Task Learning: From Syntax to Translation
Eliyahu Kiperwasser
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Miguel Ballesteros
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Low-Rank RNN Adaptation for Context-Aware Language Modeling
Aaron Jaech
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Mari Ostendorf
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SemEval-2018 Task 12: The Argument Reasoning Comprehension Task
Ivan Habernal
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Henning Wachsmuth
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Iryna Gurevych
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Benno Stein
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From Word Segmentation to POS Tagging for Vietnamese
Dat Quoc Nguyen
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Thanh Vu
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Dai Quoc Nguyen
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Mark Dras
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Mark Johnson
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GHHT at CALCS 2018: Named Entity Recognition for Dialectal Arabic Using Neural Networks
Mohammed Attia
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Younes Samih
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Wolfgang Maier
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Multi-Task Active Learning for Neural Semantic Role Labeling on Low Resource Conversational Corpus
Fariz Ikhwantri
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Samuel Louvan
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Kemal Kurniawan
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Bagas Abisena
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Valdi Rachman
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Alfan Farizki Wicaksono
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Rahmad Mahendra
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Cross-Lingual Argumentative Relation Identification: from English to Portuguese
Gil Rocha
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Christian Stab
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Henrique Lopes Cardoso
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Iryna Gurevych
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Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition
Zenan Zhai
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Dat Quoc Nguyen
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Karin Verspoor
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Evaluation of a Sequence Tagging Tool for Biomedical Texts
Julien Tourille
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Matthieu Doutreligne
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Olivier Ferret
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Aurélie Névéol
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Nicolas Paris
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Xavier Tannier
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Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding
Samuel Louvan
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Bernardo Magnini
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Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational Texts
Kemal Kurniawan
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Samuel Louvan
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Sequence-to-Sequence Models for Data-to-Text Natural Language Generation: Word- vs. Character-based Processing and Output Diversity
Glorianna Jagfeld
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Sabrina Jenne
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Ngoc Thang Vu
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E2E NLG Challenge: Neural Models vs. Templates
Yevgeniy Puzikov
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Iryna Gurevych
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https://arxiv.org/abs/1707.06799
https://github.com/UKPLab/
https://github.com/XuezheMax/
https://github.com/glample/tagger
https://code.google.com/archive/p/
https://levyomer.wordpress.com/2014/
http://nlp.stanford.edu/projects/
https://www.cs.york.ac.uk/nlp/extvec/
https://public.ukp.informatik
Field Of Study
Linguistic Trends
Embeddings
Task
Tagging
Chunking
Named Entity Recognition
Event Detection
Machine Translation
Approach
Structured Prediction
Language
English
Dataset
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