Over-reliance on English hinders cognitive science
Abstract English is the dominant language in the study of human cognition and behavior: the
individuals studied by cognitive scientists, as well as most of the scientists themselves, are …
individuals studied by cognitive scientists, as well as most of the scientists themselves, are …
Five sources of bias in natural language processing
D Hovy, S Prabhumoye - Language and linguistics compass, 2021 - Wiley Online Library
Recently, there has been an increased interest in demographically grounded bias in natural
language processing (NLP) applications. Much of the recent work has focused on describing …
language processing (NLP) applications. Much of the recent work has focused on describing …
[图书][B] Text as data: A new framework for machine learning and the social sciences
A guide for using computational text analysis to learn about the social world From social
media posts and text messages to digital government documents and archives, researchers …
media posts and text messages to digital government documents and archives, researchers …
Can large language models transform computational social science?
Large language models (LLMs) are capable of successfully performing many language
processing tasks zero-shot (without training data). If zero-shot LLMs can also reliably classify …
processing tasks zero-shot (without training data). If zero-shot LLMs can also reliably classify …
Word embeddings: What works, what doesn't, and how to tell the difference for applied research
PL Rodriguez, A Spirling - The Journal of Politics, 2022 - journals.uchicago.edu
Word embeddings are becoming popular for political science research, yet we know little
about their properties and performance. To help scholars seeking to use these techniques …
about their properties and performance. To help scholars seeking to use these techniques …
Historical representations of social groups across 200 years of word embeddings from Google Books
TES Charlesworth, A Caliskan… - Proceedings of the …, 2022 - National Acad Sciences
Using word embeddings from 850 billion words in English-language Google Books, we
provide an extensive analysis of historical change and stability in social group …
provide an extensive analysis of historical change and stability in social group …
The voice of monetary policy
We develop a deep learning model to detect emotions embedded in press conferences after
the Federal Open Market Committee meetings and examine the influence of the detected …
the Federal Open Market Committee meetings and examine the influence of the detected …
[图书][B] Machine habitus: Toward a sociology of algorithms
M Airoldi - 2021 - books.google.com
We commonly think of society as made of and by humans, but with the proliferation of
machine learning and AI technologies, this is clearly no longer the case. Billions of …
machine learning and AI technologies, this is clearly no longer the case. Billions of …
The importance of modeling social factors of language: Theory and practice
Natural language processing (NLP) applications are now more powerful and ubiquitous
than ever before. With rapidly developing (neural) models and ever-more available data …
than ever before. With rapidly developing (neural) models and ever-more available data …