Researcher

Saif Mohammad

Saif Mohammad researches emotions, sentiment and lexical meaning. He coauthored the 2010 crowdsourcing paper on word-emotion associations with Peter Turney. In 2018, he introduced the NRC VAD Lexicon, providing human ratings of valence, arousal and dominance for more than 20,000 English words. His 2020 paper examines practical and ethical considerations in using emotion and sentiment lexicons. ACL elected him a fellow in 2025.

Now at
National Research Council Canada
Works
208
Citations
15,805
h-index
53

Publication numbers from OpenAlex, as of 14 October 2026.

Photo of Saif Mohammad

Timeline

  1. 2010

    Words and emotions

    Mohammad and Peter Turney coauthored a paper on using crowdsourcing to create an emotion lexicon. The paper appeared at a 2010 workshop. Their work created resources associating words and phrases with emotion.

  2. 2018

    Measuring three dimensions of meaning

    Mohammad introduced the NRC VAD Lexicon with human ratings of valence, arousal and dominance for more than 20,000 English words. He used best-worst scaling to obtain scores. The paper also examines differences in shared understanding across demographic groups.

  3. 2020

    Checking practical and ethical use

    His paper on emotion and sentiment lexicons discusses practical and ethical considerations in using the resources effectively. It explicitly connects these issues with lexical resources he created, including the NRC Emotion Lexicon.

  4. 2025

    Recognition in language research

    ACL elected Mohammad a fellow in 2025. The fellowship recognizes Mohammad’s work on emotion and sentiment analysis and ethical considerations in NLP.

Sources and credits

Photo: saifmohammad.com; Saif | Homepage; creator not stated. License: Not stated by source. Source: saifmohammad.com. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Mohammad and Turney: emotion lexicon, 2010 aclanthology.org. Checked 13 October 2026.
  2. Mohammad: NRC VAD lexicon, 2018 aclanthology.org. Checked 13 October 2026.
  3. Practical and Ethical Considerations for Emotion Lexicons, 2020 arxiv.org. Checked 13 October 2026.
  4. ACL: 2025 fellowship aclweb.org. Checked 13 October 2026.