Large-scale Natural Language Processing
Large-Scale Natural Language Processing is a specialized subfield of natural language processing that focuses on the development and application of computational methods capable of analyzing, understanding, and generating human language at massive scales, typically involving vast datasets and distributed computing infrastructures to address the challenges of volume, velocity, and variety inherent in big data environments.
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137.7K
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Publications per year
2017–2026
914
1.3K
Transformers: State-of-the-Art Natural Language Processing
Thomas Wolf, Lysandre Debut, Victor Sanh et al. · 2020 · 8K citations · Full text
The Stanford CoreNLP Natural Language Processing Toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer et al. · 2014 · 7.2K citations · Full text
On the Dangers of Stochastic Parrots
Emily M. Bender, Timnit Gebru, Angelina McMillan-Major et al. · 2021 · 5.6K citations · Full text
Computing, Computer Science, English +12
LLaMA: Open and Efficient Foundation Language Models
Hugo Touvron, Thibaut Lavril, Gautier Izacard et al. · arXiv (Cornell University) · 2023 · 3.9K citations · Full text
PaLM: Scaling Language Modeling with Pathways
Aakanksha Chowdhery, Sharan Narang, Jacob Devlin et al. · arXiv (Cornell University) · 2022 · 2.1K citations · Full text
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Google (United States)
Mountain View, United States
31 h-index
162 publications
36.9K citations
Tsinghua University
Beijing, China
22 h-index
109 publications
23.2K citations
University of Washington
Seattle, United States
19 h-index
41 publications
16.4K citations

University of Edinburgh
Edinburgh, United Kingdom
18 h-index
35 publications
4.7K citations

The University of Melbourne
Melbourne, Australia
16 h-index
45 publications
3.7K citations
University of Southern California
Los Angeles, United States
16 h-index
33 publications
1.9K citations
Carnegie Mellon University
Pittsburgh, United States
16 h-index
38 publications
5.3K citations
Meta (Israel)
Tel Aviv, Israel
14 h-index
52 publications
13.9K citations
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Repository · 251 publications · 25.7K citations
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27 publications · 2.7K citations
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Repository · 12 publications · 836 citations
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Conference · 10 publications · 1.3K citations
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