SenseBERT: Driving Some Sense into BERT

v1v2 (latest)

SenseBERT: Driving Some Sense into BERT

15 August 2019

Shai Shalev-Shwartz

ArXiv (abs)PDF HTML

Papers citing "SenseBERT: Driving Some Sense into BERT"

18 / 18 papers shown

Title
Knowledge Enhanced Contextual Word Representations Matthew E. Peters Mark Neumann IV RobertL.Logan Roy Schwartz Vidur Joshi Sameer Singh Noah A. Smith 279 660 0 09 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 697 24,572 0 26 Jul 2019
Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation Daniel Loureiro A. Jorge 64 138 0 24 Jun 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 236 8,451 0 19 Jun 2019
Visualizing and Measuring the Geometry of BERT Andy Coenen Emily Reif Ann Yuan Been Kim Adam Pearce F. Viégas Martin Wattenberg MILM 82 418 0 06 Jun 2019
KERMIT: Generative Insertion-Based Modeling for Sequences William Chan Nikita Kitaev Kelvin Guu Mitchell Stern Jakob Uszkoreit VLM 72 65 0 04 Jun 2019
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 279 2,326 0 02 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning Representations Mohammad Taher Pilehvar Jose Camacho-Collados 207 492 0 28 Aug 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,201 0 20 Apr 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 233 11,565 0 15 Feb 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 205 9,492 0 09 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,725 0 12 Jun 2017
Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling Hakan Inan Khashayar Khosravi R. Socher 128 385 0 04 Nov 2016
Using the Output Embedding to Improve Language Models Ofir Press Lior Wolf 104 736 0 20 Aug 2016
Linear Algebraic Structure of Word Senses, with Applications to Polysemy Sanjeev Arora Yuanzhi Li Yingyu Liang Tengyu Ma Andrej Risteski 95 284 0 14 Jan 2016
AutoExtend: Extending Word Embeddings to Embeddings for Synsets and Lexemes S. Rothe Hinrich Schütze 75 285 0 04 Jul 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 404 33,573 0 16 Oct 2013