Publications (45)
Discourse-Aware Rumour Stance Classification in Social Media Using Sequential Classifiers
Arkaitz Zubiaga, Elena Kochkina, Maria Liakata +5
Topically Driven Neural Language Model
Jey Han Lau, Timothy Baldwin, Trevor Cohn
Word Representation Models for Morphologically Rich Languages in Neural Machine Translation
Ekaterina Vylomova, Trevor Cohn, Xuanli He +1
Exploring Prediction Uncertainty in Machine Translation Quality Estimation
Daniel Beck, Lucia Specia, Trevor Cohn
Evaluating the Utility of Hand-crafted Features in Sequence Labelling
Minghao Wu, Fei Liu, Trevor Cohn
Learning Crosslingual Word Embeddings without Bilingual Corpora
Long Duong, Hiroshi Kanayama, Tengfei Ma +2
Hierarchical Structured Model for Fine-to-coarse Manifesto Text Analysis
Shivashankar Subramanian, Trevor Cohn, Timothy Baldwin
Using Gaussian Processes for Rumour Stance Classification in Social Media
Michal Lukasik, Kalina Bontcheva, Trevor Cohn +3
Classifying Tweet Level Judgements of Rumours in Social Media
Michal Lukasik, Trevor Cohn, Kalina Bontcheva
Take and Took, Gaggle and Goose, Book and Read: Evaluating the Utility of Vector Differences for Lexical Relation Learning
Ekaterina Vylomova, Laura Rimell, Trevor Cohn +1
Improving Chemical Named Entity Recognition in Patents with Contextualized Word Embeddings
Zenan Zhai, Dat Quoc Nguyen, Saber A. Akhondi +5
Learning Robust Representations of Text
Yitong Li, Trevor Cohn, Timothy Baldwin
Depth-Gated LSTM
Kaisheng Yao, Trevor Cohn, Katerina Vylomova +2
Model Transfer for Tagging Low-resource Languages using a Bilingual Dictionary
Meng Fang, Trevor Cohn
Towards Robust and Privacy-preserving Text Representations
Yitong Li, Timothy Baldwin, Trevor Cohn
Target Based Speech Act Classification in Political Campaign Text
Shivashankar Subramanian, Trevor Cohn, Timothy Baldwin
A Unified Neural Architecture for Instrumental Audio Tasks
Steven Spratley, Daniel Beck, Trevor Cohn
Document Context Language Models
Yangfeng Ji, Trevor Cohn, Lingpeng Kong +2
What's in a Domain? Learning Domain-Robust Text Representations using Adversarial Training
Yitong Li, Timothy Baldwin, Trevor Cohn
Learning when to trust distant supervision: An application to low-resource POS tagging using cross-lingual projection
Meng Fang, Trevor Cohn
Narrative Modeling with Memory Chains and Semantic Supervision
Fei Liu, Trevor Cohn, Timothy Baldwin
Continuous Representation of Location for Geolocation and Lexical Dialectology using Mixture Density Networks
Afshin Rahimi, Timothy Baldwin, Trevor Cohn
Semi-supervised Stochastic Multi-Domain Learning using Variational Inference
Yitong Li, Timothy Baldwin, Trevor Cohn
Graph-to-Sequence Learning using Gated Graph Neural Networks
Daniel Beck, Gholamreza Haffari, Trevor Cohn
Learning Structural Kernels for Natural Language Processing
Daniel Beck, Trevor Cohn, Christian Hardmeier +1
Exploiting Text and Network Context for Geolocation of Social Media Users
Afshin Rahimi, Duy Vu, Trevor Cohn +1
Structured Prediction of Sequences and Trees using Infinite Contexts
Ehsan Shareghi, Gholamreza Haffari, Trevor Cohn +1
Truth Inference at Scale: A Bayesian Model for Adjudicating Highly Redundant Crowd Annotations
Yuan Li, Benjamin I. P. Rubinstein, Trevor Cohn
Capturing Long-range Contextual Dependencies with Memory-enhanced Conditional Random Fields
Fei Liu, Timothy Baldwin, Trevor Cohn
Context-Aware Prediction of Derivational Word-forms
Ekaterina Vylomova, Ryan Cotterell, Timothy Baldwin +1
End-to-end Network for Twitter Geolocation Prediction and Hashing
Jey Han Lau, Lianhua Chi, Khoi-Nguyen Tran +1
DyNet: The Dynamic Neural Network Toolkit
Graham Neubig, Chris Dyer, Yoav Goldberg +22
Content-based Popularity Prediction of Online Petitions Using a Deep Regression Model
Shivashankar Subramanian, Timothy Baldwin, Trevor Cohn
Twitter User Geolocation Using a Unified Text and Network Prediction Model
Afshin Rahimi, Trevor Cohn, Timothy Baldwin
Deep-speare: A Joint Neural Model of Poetic Language, Meter and Rhyme
Jey Han Lau, Trevor Cohn, Timothy Baldwin +2
Contextualization of Morphological Inflection
Ekaterina Vylomova, Ryan Cotterell, Timothy Baldwin +2
Semi-supervised User Geolocation via Graph Convolutional Networks
Afshin Rahimi, Trevor Cohn, Timothy Baldwin
Fast, Small and Exact: Infinite-order Language Modelling with Compressed Suffix Trees
Ehsan Shareghi, Matthias Petri, Gholamreza Haffari +1
A Neural Model for User Geolocation and Lexical Dialectology
Afshin Rahimi, Trevor Cohn, Timothy Baldwin
Learning how to Active Learn: A Deep Reinforcement Learning Approach
Meng Fang, Yuan Li, Trevor Cohn
Recurrent Entity Networks with Delayed Memory Update for Targeted Aspect-based Sentiment Analysis
Fei Liu, Trevor Cohn, Timothy Baldwin
Towards Decoding as Continuous Optimization in Neural Machine Translation
Cong Duy Vu Hoang, Gholamreza Haffari, Trevor Cohn
Incorporating Structural Alignment Biases into an Attentional Neural Translation Model
Trevor Cohn, Cong Duy Vu Hoang, Ekaterina Vymolova +3
Massively Multilingual Transfer for NER
Afshin Rahimi, Yuan Li, Trevor Cohn
A Stochastic Decoder for Neural Machine Translation
Philip Schulz, Wilker Aziz, Trevor Cohn