Proceedings of the Fourth Workshop on Simple and Efficient Natural Language Processing (SustaiNLP)

Nafise Sadat Moosavi, Iryna Gurevych, Yufang Hou, Gyuwan Kim, Young Jin Kim, Tal Schuster, Ameeta Agrawal (Editors)

Anthology ID:: 2023.sustainlp-1
Month:: July
Year:: 2023
Address:: Toronto, Canada (Hybrid)
Venue:: sustainlp
SIG:
Publisher:: Association for Computational Linguistics
URL:: https://preview.aclanthology.org/bootstrap-5/2023.sustainlp-1/
DOI:
Bib Export formats:: BibTeX
PDF:: https://preview.aclanthology.org/bootstrap-5/2023.sustainlp-1.pdf

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Semantic-Oriented Unlabeled Priming for Large-Scale Language Models
Yanchen Liu | Timo Schick | Hinrich Schtze

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oBERTa: Improving Sparse Transfer Learning via improved initialization, distillation, and pruning regimes
Daniel Campos | Alexandre Marques | Mark Kurtz | Cheng Xiang Zhai

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Quick Dense Retrievers Consume KALE: Post Training KullbackLeibler Alignment of Embeddings for Asymmetrical dual encoders
Daniel Campos | Alessandro Magnani | Chengxiang Zhai

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Lessons on Parameter Sharing across Layers in Transformers
Sho Takase | Shun Kiyono

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To Asymmetry and Beyond: Structured Pruning of Sequence to Sequence Models for Improved Inference Efficiency
Daniel Campos | Chengxiang Zhai

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Small is the New Big: Pre-finetuned compact models are better for Asynchronous Active Learning
Dantong Liu | Kaushik Pavani | Sunny Dasgupta

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ADEPT: Adapter-based Efficient Prompt Tuning Approach for Language Models
Aditya Shah | Surendrabikram Thapa | Aneesh Jain | Lifu Huang

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NLU on Data Diets: Dynamic Data Subset Selection for NLP Classification Tasks
Jean-michel Attendu | Jean-philippe Corbeil

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On the Interactions of Structural Constraints and Data Resources for Structured Prediction
Zhisong Zhang | Emma Strubell | Eduard Hovy

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Can we Pretrain a SotA Legal Language Model on a Budget From Scratch?
Joel Niklaus | Daniele Giofre

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Is a Video worth n n Images? A Highly Efficient Approach to Transformer-based Video Question Answering
Chenyang Lyu | Tianbo Ji | Yvette Graham | Jennifer Foster

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How to Unleash the Power of Large Language Models for Few-shot Relation Extraction?
Xin Xu | Yuqi Zhu | Xiaohan Wang | Ningyu Zhang

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Prompting language models improves performance in imbalanced setting
Jay Mohta

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KGQA Without Retraining
Nick Mckenna | Priyanka Sen

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MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages
Shashank Sonkar | Zichao Wang | Richard Baraniuk

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Efficient and Interpretable Compressive Text Summarisation with Unsupervised Dual-Agent Reinforcement Learning
Peggy Tang | Junbin Gao | Lei Zhang | Zhiyong Wang

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Exploring the Effect of Frequency Resolution in FNet
Gregory Szumel | Ghazal Khalighinejad | Rickard Stureborg | Sam Wiseman

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Towards Adaptable and Interactive Image Captioning with Data Augmentation and Episodic Memory
Aliki Anagnostopoulou | Mareike Hartmann | Daniel Sonntag

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Corpus Complexity Matters in Pretraining Language Models
Ameeta Agrawal | Suresh Singh

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