Papers
BERT-based Lexical Substitution
Wangchunshu Zhou, Tao Ge, Ke Xu et al.
The Effectiveness of Simple Hybrid Systems for Hypernym Discovery
William Held, Nizar Habash
Embedding Imputation with Grounded Language Information
Ziyi Yang, Chenguang Zhu, Vin Sachidananda et al.
Making Fast Graph-based Algorithms with Graph Metric Embeddings
Andrey Kutuzov, Mohammad Dorgham, Oleksiy Oliynyk et al.
Putting Words in Context: LSTM Language Models and Lexical Ambiguity
Laura Aina, Kristina Gulordava, Gemma Boleda
Annotation and Automatic Classification of Aspectual Categories
Markus Egg, Helena Prepens, Will Roberts
Delta Embedding Learning
Xiao Zhang, Ji Wu, Dejing Dou
Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors
Shoaib Jameel, Steven Schockaert
Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks
Shikhar Vashishth, Manik Bhandari, Prateek Yadav et al.
Unraveling Antonym’s Word Vectors through a Siamese-like Network
Mathias Etcheverry, Dina Wonsever
Relational Word Embeddings
Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Robust Representation Learning of Biomedical Names
Minh C. Phan, Aixin Sun, Yi Tay
On the Compositionality Prediction of Noun Phrases using Poincaré Embeddings
Abhik Jana, Dima Puzyrev, Alexander Panchenko et al.
Towards Understanding Linear Word Analogies
Kawin Ethayarajh, David Duvenaud, Graeme Hirst
Is Word Segmentation Necessary for Deep Learning of Chinese Representations?
Xiaoya Li, Yuxian Meng, Xiaofei Sun et al.
Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings
Matthew Le, Stephen Roller, Laetitia Papaxanthos et al.
Unsupervised Joint Training of Bilingual Word Embeddings
Benjamin Marie, Atsushi Fujita
Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections
Junxian He, Zhisong Zhang, Taylor Berg-Kirkpatrick et al.
JW300: A Wide-Coverage Parallel Corpus for Low-Resource Languages
Željko Agić, Ivan Vulić
Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings
Mikel Artetxe, Holger Schwenk
MAAM: A Morphology-Aware Alignment Model for Unsupervised Bilingual Lexicon Induction
Pengcheng Yang, Fuli Luo, Peng Chen et al.
Are Girls Neko or Shōjo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative Normalization
Mozhi Zhang, Keyulu Xu, Ken-ichi Kawarabayashi et al.
Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations
Rui Zhang, Caitlin Westerfield, Sungrok Shim et al.
Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention
Xiangyu Duan, Mingming Yin, Min Zhang et al.
Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network
Kun Xu, Liwei Wang, Mo Yu et al.