Papers
On Committee Representations of Adversarial Learning Models for Question-Answer Ranking
Sparsh Gupta, Vitor Carvalho
Assessing Incrementality in Sequence-to-Sequence Models
Dennis Ulmer, Dieuwke Hupkes, Elia Bruni
Improving Word Embeddings Using Kernel PCA
Vishwani Gupta, Sven Giesselbach, Stefan Rüping et al.
A Self-Training Approach for Short Text Clustering
Amir Hadifar, Lucas Sterckx, Thomas Demeester et al.
Investigating Sub-Word Embedding Strategies for the Morphologically Rich and Free Phrase-Order Hungarian
Bálint Döbrössy, Márton Makrai, Balázs Tarján et al.
Learning Multilingual Meta-Embeddings for Code-Switching Named Entity Recognition
Genta Indra Winata, Zhaojiang Lin, Pascale Fung
Fine-Grained Entity Typing in Hyperbolic Space
Federico López, Benjamin Heinzerling, Michael Strube
Probing Multilingual Sentence Representations With X-Probe
Vinit Ravishankar, Lilja Øvrelid, Erik Velldal
An Empirical Study on Pre-trained Embeddings and Language Models for Bot Detection
Andres Garcia-Silva, Cristian Berrio, José Manuel Gómez-Pérez
Learning Bilingual Word Embeddings Using Lexical Definitions
Weijia Shi, Muhao Chen, Yingtao Tian et al.
Auto-Encoding Variational Neural Machine Translation
Bryan Eikema, Wilker Aziz
Constructive Type-Logical Supertagging With Self-Attention Networks
Konstantinos Kogkalidis, Michael Moortgat, Tejaswini Deoskar
On Evaluating Embedding Models for Knowledge Base Completion
Yanjie Wang, Daniel Ruffinelli, Rainer Gemulla et al.
Towards Robust Named Entity Recognition for Historic German
Stefan Schweter, Johannes Baiter
Composing Noun Phrase Vector Representations
Aikaterini-Lida Kalouli, Valeria de Paiva, Richard Crouch
Specializing Distributional Vectors of All Words for Lexical Entailment
Aishwarya Kamath, Jonas Pfeiffer, Edoardo Maria Ponti et al.
Learning Bilingual Sentence Embeddings via Autoencoding and Computing Similarities with a Multilayer Perceptron
Yunsu Kim, Hendrik Rosendahl, Nick Rossenbach et al.
Pitfalls in the Evaluation of Sentence Embeddings
Steffen Eger, Andreas Rücklé, Iryna Gurevych
MoRTy: Unsupervised Learning of Task-specialized Word Embeddings by Autoencoding
Nils Rethmeier, Barbara Plank
Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks
Maxim Kodryan, Artem Grachev, Dmitry Ignatov et al.
Multilingual NMT with a Language-Independent Attention Bridge
Raúl Vázquez, Alessandro Raganato, Jörg Tiedemann et al.
An Evaluation of Language-Agnostic Inner-Attention-Based Representations in Machine Translation
Alessandro Raganato, Raúl Vázquez, Mathias Creutz et al.
Generative Adversarial Networks for Text Using Word2vec Intermediaries
Akshay Budhkar, Krishnapriya Vishnubhotla, Safwan Hossain et al.
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks
Matthew E. Peters, Sebastian Ruder, Noah A. Smith
Deep Generalized Canonical Correlation Analysis
Adrian Benton, Huda Khayrallah, Biman Gujral et al.