# Practical and Ethical Considerations in the Effective use of Emotion and Sentiment Lexicons

arXiv: https://arxiv.org/abs/2011.03492 · HTML: https://mlsanity.com/paper/2011.03492/

## Key facts

- Cited by 17 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 6 Nov 2020.

## Built on by (most cited first, 17 of 17)

- [Best Practices in the Creation and Use of Emotion Lexicons](https://mlsanity.com/paper/2210.07206/) (2022)
- [Ethics Sheet for Automatic Emotion Recognition and Sentiment Analysis](https://mlsanity.com/paper/2109.08256/) (2021)
- [Stylized Story Generation with Style-Guided Planning](https://mlsanity.com/paper/2105.08625/) (2021)
- [Emotion Dynamics in Movie Dialogues](https://mlsanity.com/paper/2103.01345/) (2021)
- [Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysis](https://mlsanity.com/paper/2306.02213/) (2023)
- [What Makes Sentences Semantically Related: A Textual Relatedness Dataset and Empirical Study](https://mlsanity.com/paper/2110.04845/) (2021)
- [The Emotion Dynamics of Literary Novels](https://mlsanity.com/paper/2403.02474/) (2024)
- [PyPlutchik: visualising and comparing emotion-annotated corpora](https://mlsanity.com/paper/2105.04295/) (2021)
- [Frustratingly Easy Sentiment Analysis of Text Streams: Generating High-Quality Emotion Arcs Using Emotion Lexicons](https://mlsanity.com/paper/2210.07381/) (2022)
- [Forecasting Credit Ratings: A Case Study where Traditional Methods Outperform Generative LLMs](https://mlsanity.com/paper/2407.17624/) (2024)
- [Emotion Granularity from Text: An Aggregate-Level Indicator of Mental Health](https://mlsanity.com/paper/2403.02281/) (2024)
- [A Computational Analysis of the Dehumanisation of Migrants from Syria and Ukraine in Slovene News Media](https://mlsanity.com/paper/2404.07036/) (2024)
- [Guilt by Association: Emotion Intensities in Lexical Representations](https://mlsanity.com/paper/2104.08679/) (2021)
- [Tweet Emotion Dynamics: Emotion Word Usage in Tweets from US and Canada](https://mlsanity.com/paper/2204.04862/) (2022)
- [LEXpander: applying colexification networks to automated lexicon expansion](https://mlsanity.com/paper/2205.15850/) (2022)
- [Affective Idiosyncratic Responses to Music](https://mlsanity.com/paper/2210.09396/) (2022)
- [Multi-resolution Interpretation and Diagnostics Tool for Natural Language Classifiers](https://mlsanity.com/paper/2303.03542/) (2023)

## Abstract (arXiv)

Lexicons of word-emotion associations are widely used in research and real-world applications. As part of my research, I have created several such lexicons (e.g., the NRC Emotion Lexicon). This paper outlines some practical and ethical considerations involved in the effective use of these lexical resources.
