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NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
Joseph Mariani1, Gil Francopoulo2, Patrick Paroubek1
1Université Paris-Saclay, CNRS, Laboratoire Interdisciplinaire des Sciences du Numérique, Orsay, France.
Recent analysis of speech and natural language processing (NLP) shows significant growth, with 2020 alone publishing as many articles as 1965-1989. Key shifts include a rise in artificial intelligence and machine learning research.
Area of Science:
- Computer Science
- Computational Linguistics
- Artificial Intelligence
Background:
- The study analyzes the evolution of speech and natural language processing (NLP) research.
- It builds upon previous analyses of the NLP4NLP corpus, extending the timeframe to 55 years (1965-2020).
- The extended corpus (NLP4NLP+5) includes nearly 90,000 documents, 67,000 authors, and 590,000 references.
Purpose of the Study:
- To analyze changes in speech and NLP research from 2016-2020.
- To identify shifts in research topics and author demographics.
- To compare recent trends with historical data and general scientific literature.
Main Methods:
- Analysis of the extended NLP4NLP+5 corpus (55 years of publications).
- Quantitative analysis of document volume, author numbers, references, and word count.
- Comparative analysis across different publication sources and with general scientific literature.
Main Results:
- A substantial increase in publications, with 2020 matching the output of 1965-1989.
- Significant growth in authors, references, and total words analyzed.
- Profound changes in research topics, with a notable rise in artificial intelligence, neural networks, machine learning, and word embedding.
Conclusions:
- The fields of speech and NLP have undergone rapid transformation in recent years.
- A new generation of researchers is emerging, focusing on AI-driven topics.
- The landscape of NLP research is rapidly evolving, marked by new publication trends.
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