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SustaiNLP@EMNLP
2021
2021
2021
Keyphrases
Publications
2021
Lovre Torbarina
,
Velimir Mihelcic
,
Bruno Sarlija
,
Lukasz Roguski
,
Zeljko Kraljevic
Speeding Up Transformer Training By Using Dataset Subsampling - An Exploratory Analysis.
SustaiNLP@EMNLP
(2021)
Ankit Gupta
,
Guy Dar
,
Shaya Goodman
,
David Ciprut
,
Jonathan Berant
Memory-efficient Transformers via Top-k Attention.
SustaiNLP@EMNLP
(2021)
Gengyu Wang
,
Xiaochen Hou
,
Diyi Yang
,
Kathleen R. McKeown
,
Jing Huang
Semantic Categorization of Social Knowledge for Commonsense Question Answering.
SustaiNLP@EMNLP
(2021)
Maria Glenski
,
William Sealy
,
Kate Miller
,
Dustin Arendt
Improving Synonym Recommendation Using Sentence Context.
SustaiNLP@EMNLP
(2021)
Sungho Jeon
,
Michael Strube
Countering the Influence of Essay Length in Neural Essay Scoring.
SustaiNLP@EMNLP
(2021)
Ankur Gupta
,
Vivek Gupta
Unsupervised Contextualized Document Representation.
SustaiNLP@EMNLP
(2021)
Zachary Zhou
,
Jeffery Kline
,
Devin Conathan
,
Glenn Fung
Low Resource Quadratic Forms for Knowledge Graph Embeddings.
SustaiNLP@EMNLP
(2021)
Nesrine Bannour
,
Sahar Ghannay
,
Aurélie Névéol
,
Anne-Laure Ligozat
Evaluating the carbon footprint of NLP methods: a survey and analysis of existing tools.
SustaiNLP@EMNLP
(2021)
Yi Liu
,
Guoan Zhang
,
Puning Yu
,
Jianlin Su
,
Shengfeng Pan
BioCopy: A Plug-And-Play Span Copy Mechanism in Seq2Seq Models.
SustaiNLP@EMNLP
(2021)
Yue Zhang
,
Chengcheng Hu
,
Yuqi Liu
,
Hui Fang
,
Jimmy Lin
Learning to Rank in the Age of Muppets: Effectiveness-Efficiency Tradeoffs in Multi-Stage Ranking.
SustaiNLP@EMNLP
(2021)
Lucas Høyberg Puvis de Chavannes
,
Mads Guldborg Kjeldgaard Kongsbak
,
Timmie Rantzau
,
Leon Derczynski
Hyperparameter Power Impact in Transformer Language Model Training.
SustaiNLP@EMNLP
(2021)
Haoyu He
,
Xingjian Shi
,
Jonas Mueller
,
Sheng Zha
,
Mu Li
,
George Karypis
Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing.
SustaiNLP@EMNLP
(2021)
Saleh Soltan
,
Haidar Khan
,
Wael Hamza
Limitations of Knowledge Distillation for Zero-shot Transfer Learning.
SustaiNLP@EMNLP
(2021)
Vin Sachidananda
,
Jason S. Kessler
,
Yi'an Lai
Efficient Domain Adaptation of Language Models via Adaptive Tokenization.
SustaiNLP@EMNLP
(2021)
Proceedings of the Second Workshop on Simple and Efficient Natural Language Processing, SustaiNLP@EMNLP 2021, Virtual, November 10, 2021
SustaiNLP@EMNLP
(2021)
Georgios Sidiropoulos
,
Nikos Voskarides
,
Svitlana Vakulenko
,
Evangelos Kanoulas
Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question Answering.
SustaiNLP@EMNLP
(2021)
Zilun Peng
,
Akshay Budhkar
,
Ilana Tuil
,
Jason Levy
,
Parinaz Sobhani
,
Raphael Cohen
,
Jumana Nassour
Shrinking Bigfoot: Reducing wav2vec 2.0 footprint.
SustaiNLP@EMNLP
(2021)
Ameeta Agrawal
,
Suresh Singh
,
Lauren Schneider
,
Michael Samuels
On the Role of Corpus Ordering in Language Modeling.
SustaiNLP@EMNLP
(2021)
2020
Seungtaek Choi
,
Myeongho Jeong
,
Jinyoung Yeo
,
Seung-won Hwang
Label-Efficient Training for Next Response Selection.
SustaiNLP@EMNLP
(2020)
Urmish Thakker
,
Jesse G. Beu
,
Dibakar Gope
,
Ganesh Dasika
,
Matthew Mattina
Rank and run-time aware compression of NLP Applications.
SustaiNLP@EMNLP
(2020)
Ji Xin
,
Rodrigo Nogueira
,
Yaoliang Yu
,
Jimmy Lin
Early Exiting BERT for Efficient Document Ranking.
SustaiNLP@EMNLP
(2020)
Ariadna Quattoni
,
Xavier Carreras
A comparison between CNNs and WFAs for Sequence Classification.
SustaiNLP@EMNLP
(2020)
Young Jin Kim
,
Hany Hassan
FastFormers: Highly Efficient Transformer Models for Natural Language Understanding.
SustaiNLP@EMNLP
(2020)
Harshil Shah
,
Julien Fauqueur
Learning Informative Representations of Biomedical Relations with Latent Variable Models.
SustaiNLP@EMNLP
(2020)
Parul Awasthy
,
Bishwaranjan Bhattacharjee
,
John R. Kender
,
Radu Florian
Predictive Model Selection for Transfer Learning in Sequence Labeling Tasks.
SustaiNLP@EMNLP
(2020)
Proceedings of SustaiNLP: Workshop on Simple and Efficient Natural Language Processing, SustaiNLP@EMNLP 2020, Online, November 20, 2020
SustaiNLP@EMNLP
(2020)
Ali Akbar Septiandri
,
Yosef Ardhito Winatmoko
,
Ilham Firdausi Putra
Knowing Right from Wrong: Should We Use More Complex Models for Automatic Short-Answer Scoring in Bahasa Indonesia?
SustaiNLP@EMNLP
(2020)
Forrest N. Iandola
,
Albert E. Shaw
,
Ravi Krishna
,
Kurt Keutzer
SqueezeBERT: What can computer vision teach NLP about efficient neural networks?
SustaiNLP@EMNLP
(2020)
Yuxiang Wu
,
Pasquale Minervini
,
Pontus Stenetorp
,
Sebastian Riedel
Don't Read Too Much Into It: Adaptive Computation for Open-Domain Question Answering.
SustaiNLP@EMNLP
(2020)
Amine Abdaoui
,
Camille Pradel
,
Grégoire Sigel
Load What You Need: Smaller Versions of Mutililingual BERT.
SustaiNLP@EMNLP
(2020)
Giuseppe Lancioni
,
Saida S. Mohamed
,
Beatrice Portelli
,
Giuseppe Serra
,
Carlo Tasso
Keyphrase Generation with GANs in Low-Resources Scenarios.
SustaiNLP@EMNLP
(2020)
Norbert Kis-Szabó
,
Gábor Berend
Quasi-Multitask Learning: an Efficient Surrogate for Obtaining Model Ensembles.
SustaiNLP@EMNLP
(2020)
Alicia Y. Tsai
,
Laurent El Ghaoui
Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm.
SustaiNLP@EMNLP
(2020)
Cennet Oguz
,
Ngoc Thang Vu
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings.
SustaiNLP@EMNLP
(2020)
Yi-Te Hsu
,
Sarthak Garg
,
Yi-Hsiu Liao
,
Ilya Chatsviorkin
Efficient Inference For Neural Machine Translation.
SustaiNLP@EMNLP
(2020)
Kumar Shridhar
,
Harshil Jain
,
Akshat Agarwal
,
Denis Kleyko
End to End Binarized Neural Networks for Text Classification.
SustaiNLP@EMNLP
(2020)
Alex Wang
,
Thomas Wolf
Overview of the SustaiNLP 2020 Shared Task.
SustaiNLP@EMNLP
(2020)
Swaroop Mishra
,
Bhavdeep Singh Sachdeva
Do We Need to Create Big Datasets to Learn a Task?
SustaiNLP@EMNLP
(2020)
Qingqing Cao
,
Aruna Balasubramanian
,
Niranjan Balasubramanian
Towards Accurate and Reliable Energy Measurement of NLP Models.
SustaiNLP@EMNLP
(2020)
Moshe Wasserblat
,
Oren Pereg
,
Peter Izsak
Exploring the Boundaries of Low-Resource BERT Distillation.
SustaiNLP@EMNLP
(2020)
Raj Ratn Pranesh
,
Ambesh Shekhar
Analysis of Resource-efficient Predictive Models for Natural Language Processing.
SustaiNLP@EMNLP
(2020)
Sosuke Kobayashi
,
Sho Yokoi
,
Jun Suzuki
,
Kentaro Inui
Efficient Estimation of Influence of a Training Instance.
SustaiNLP@EMNLP
(2020)
Xinyu Zhang
,
Andrew Yates
,
Jimmy Lin
A Little Bit Is Worse Than None: Ranking with Limited Training Data.
SustaiNLP@EMNLP
(2020)