mlsanityData to 13 Oct 2026

Words of Warmth: Trust and Sociability Norms for over 26k English Words

arXiv 2506.03993 ↗First posted 4 Jun 2025cs.CL cs.CYcited by 4

Not on the map. Why?

Abstract (arXiv)

Social psychologists have shown that Warmth (W) and Competence (C) are the primary dimensions along which we assess other people and groups. These dimensions impact various aspects of our lives from social competence and emotion regulation to success in the work place and how we view the world. More recent work has started to explore how these dimensions develop, why they have developed, and what they constitute. Of particular note, is the finding that warmth has two distinct components: Trust (T) and Sociability (S). In this work, we introduce Words of Warmth, the first large-scale repository of manually derived word--warmth (as well as word--trust and word--sociability) associations for over 26k English words. We show that the associations are highly reliable. We use the lexicons to study the rate at which children acquire WCTS words with age. Finally, we show that the lexicon enables a wide variety of bias and stereotype research through case studies on various target entities. Words of Warmth is freely available at: http://saifmohammad.com/warmth.html

Key facts. Cited by 4 papers in the map (data through 13 Oct 2026). Builds on 9 of its 57 references that are in the map. First posted on arXiv 4 Jun 2025.

Builds on

9 of 57 references.

References · 9

  1. 2020Language (Technology) is Power: A Critical Survey of "Bias" in NLPcited by 951
  2. 2016Semantics derived automatically from language corpora contain human-like biasescited by 895
  3. 2018Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systemscited by 234
  4. 2019Assessing Social and Intersectional Biases in Contextualized Word Representationscited by 135
  5. 2022Best Practices in the Creation and Use of Emotion Lexiconscited by 27
  6. 2025NRC VAD Lexicon v2: Norms for Valence, Arousal, and Dominance for over 55k English Termscited by 26
  7. 2023Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysiscited by 16
  8. 2024WorryWords: Norms of Anxiety Association for over 44k English Wordscited by 10
  9. 2024STOP! Benchmarking Large Language Models with Sensitivity Testing on Offensive Progressionscited by 2

Built on by

Cited by year (2026 to 13 Oct)

Citing papers per year: 2025: 2; 2026: 2.

4 papers.