Returning the N to NLP: Towards contextually personalized classification models

L Flek - Proceedings of the 58th annual meeting of the …, 2020 - aclanthology.org
Most NLP models today treat language as universal, even though socio-and psycholingustic
research shows that the communicated message is influenced by the characteristics of the …

Natural language analysis and the psychology of verbal behavior: The past, present, and future states of the field

RL Boyd, HA Schwartz - Journal of Language and Social …, 2021 - journals.sagepub.com
Throughout history, scholars and laypeople alike have believed that our words contain
subtle clues about what we are like as people, psychologically speaking. However, the ways …

Beyond binary labels: political ideology prediction of twitter users

D Preoţiuc-Pietro, Y Liu, D Hopkins… - Proceedings of the 55th …, 2017 - aclanthology.org
Automatic political orientation prediction from social media posts has to date proven
successful only in distinguishing between publicly declared liberals and conservatives in the …

Dlatk: Differential language analysis toolkit

HA Schwartz, S Giorgi, M Sap, P Crutchley… - Proceedings of the …, 2017 - aclanthology.org
Abstract We present Differential Language Analysis Toolkit (DLATK), an open-source python
package and command-line tool developed for conducting social-scientific language …

Social bias in elicited natural language inferences

R Rudinger, C May, B Van Durme - … of the First ACL Workshop on …, 2017 - aclanthology.org
Abstract We analyze the Stanford Natural Language Inference (SNLI) corpus in an
investigation of bias and stereoty** in NLP data. The SNLI human-elicitation protocol …

Demographic representation and collective storytelling in the me too Twitter hashtag activism movement

A Mueller, Z Wood-Doughty, S Amir, M Dredze… - Proceedings of the …, 2021 - dl.acm.org
The# MeToo movement on Twitter has drawn attention to the pervasive nature of sexual
harassment and violence. While# MeToo has been praised for providing support for self …

[PDF][PDF] Sociolinguistically driven approaches for just natural language processing

SL Blodgett - 2021 - core.ac.uk
1Because the terms language and dialect are generally socio-political designations,
throughout this thesis we prefer the term language variety instead. In this chapter, we use …

Stereoty** in the digital age: Male language is “ingenious”, female language is “beautiful”–and popular

T Meier, RL Boyd, MR Mehl, A Milek, JW Pennebaker… - PLoS …, 2020 - journals.plos.org
The huge power for social influence of digital media may come with the risk of intensifying
common societal biases, such as gender and age stereotypes. Speaker's gender and age …

Surfacing racial stereotypes through identity portrayal

G Kambhatla, I Stewart, R Mihalcea - … of the 2022 ACM conference on …, 2022 - dl.acm.org
Content warning: this paper discusses and contains content that may be offensive or
upsetting. People express racial stereotypes through conversations with others, increasingly …

A hands-on guide to conducting psychological research on Twitter

SC Murphy - Social Psychological and Personality Science, 2017 - journals.sagepub.com
The rising popularity of social media has created valuable opportunities for researchers to
quickly and cheaply tap large amounts of data on naturalistic social interactions. One of the …