Ethics Sheet for Automatic Emotion Recognition and Sentiment Analysis
Not on the map. Why?
Abstract (arXiv)
The importance and pervasiveness of emotions in our lives makes affective computing a tremendously important and vibrant line of work. Systems for automatic emotion recognition (AER) and sentiment analysis can be facilitators of enormous progress (e.g., in improving public health and commerce) but also enablers of great harm (e.g., for suppressing dissidents and manipulating voters). Thus, it is imperative that the affective computing community actively engage with the ethical ramifications of their creations. In this paper, I have synthesized and organized information from AI Ethics and Emotion Recognition literature to present fifty ethical considerations relevant to AER. Notably, the sheet fleshes out assumptions hidden in how AER is commonly framed, and in the choices often made regarding the data, method, and evaluation. Special attention is paid to the implications of AER on privacy and social groups. Along the way, key recommendations are made for responsible AER. The objective of the sheet is to facilitate and encourage more thoughtfulness on why to automate, how to automate, and how to judge success well before the building of AER systems. Additionally, the sheet acts as a useful introductory document on emotion recognition (complementing survey articles).
Key facts. Cited by 22 papers in the map (data through 7 Oct 2026). Builds on 23 of its 179 references that are in the map. First posted on arXiv 17 Sep 2021.
Builds on
23 of 179 references.
References · 23
- 2018Model Cards for Model Reportingcited by 1,068
- 2018Annotation Artifacts in Natural Language Inference Datacited by 656
- 2019Green AIcited by 620
- 2018Hypothesis Only Baselines in Natural Language Inferencecited by 291
- 2020Experience Grounds Languagecited by 241
- 2018Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systemscited by 234
- 2020HateCheck: Functional Tests for Hate Speech Detection Modelscited by 215
- 2013Crowdsourcing a Word-Emotion Association Lexiconcited by 193
- 2018Deep Learning for Sentiment Analysis : A Surveycited by 139
- 2016Analyzing the Behavior of Visual Question Answering Modelscited by 119
- 2016Stance and Sentiment in Tweetscited by 62
- 2021Beyond Fair Pay: Ethical Implications of NLP Crowdsourcingcited by 52
11 more
- 2020Debiasing Skin Lesion Datasets and Models? Not So Fastcited by 43
- 2020Bringing the People Back In: Contesting Benchmark Machine Learning Datasetscited by 43
- 2021Local Interpretations for Explainable Natural Language Processing: A Surveycited by 31
- 2020Generalized Word Shift Graphs: A Method for Visualizing and Explaining Pairwise Comparisons Between Textscited by 21
- 2019SemEval-2014 Task 9: Sentiment Analysis in Twittercited by 20
- 2021Emotion Dynamics in Movie Dialoguescited by 19
- 2021Ethics Sheets for AI Taskscited by 18
- 2020Practical and Ethical Considerations in the Effective use of Emotion and Sentiment Lexiconscited by 17
- 2013From Once Upon a Time to Happily Ever After: Tracking Emotions in Novels and Fairy Talescited by 16
- 2019SemEval-2015 Task 10: Sentiment Analysis in Twittercited by 16
- 2020SOLO: A Corpus of Tweets for Examining the State of Being Alonecited by 2
Built on by
Citing papers per year: 2022: 9; 2023: 8; 2024: 0; 2025: 4; 2026: 1.
22 papers.
Sort:
By area:
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languagescited by 68
- 2022Is Your Toxicity My Toxicity? Exploring the Impact of Rater Identity on Toxicity Annotationcited by 67
- 2022Dimensional Modeling of Emotions in Text with Appraisal Theories: Corpus Creation, Annotation Reliability, and Predictioncited by 45
- 2023SemEval-2023 Task 12: Sentiment Analysis for African Languages (AfriSenti-SemEval)cited by 41
- 2022A Multimodal Corpus for Emotion Recognition in Sarcasmcited by 29
- 2023A Low-rank Matching Attention based Cross-modal Feature Fusion Method for Conversational Emotion Recognitioncited by 29
- 2022Best Practices in the Creation and Use of Emotion Lexiconscited by 27
- 2022Challenges in Applying Explainability Methods to Improve the Fairness of NLP Modelscited by 20
- 2022Deep Emotion Recognition in Textual Conversations: A Surveycited by 12
- 2022Frustratingly Easy Sentiment Analysis of Text Streams: Generating High-Quality Emotion Arcs Using Emotion Lexiconscited by 6
- 2023Context-Dependent Embedding Utterance Representations for Emotion Recognition in Conversationscited by 3
- 2023LEIA: Linguistic Embeddings for the Identification of Affectcited by 3
10 more
- 2023GMNLP at SemEval-2023 Task 12: Sentiment Analysis with Phylogeny-Based Adapterscited by 2
- 2023Utterance Emotion Dynamics in Children's Poems: Emotional Changes Across Agecited by 1
- 2025Targeted Distillation for Sentiment Analysiscited by 1
- 2022Tweet Emotion Dynamics: Emotion Word Usage in Tweets from US and Canadacited by 0
- 2022Computational Charisma -- A Brick by Brick Blueprint for Building Charismatic Artificial Intelligencecited by 0
- 2023Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?cited by 0
- 2025ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generationcited by 0
- 2025Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Modelscited by 0
- 2025An Architecture-Led Hybrid Report on Body Language Detection Projectcited by 0
- 2026Who Determines the Meaning of an Emotion? Affective Sovereignty as an Epistemic Consequence of Measurement Limitscited by 0
- 2026Who Determines the Meaning of an Emotion? Affective Sovereignty as an Epistemic Consequence of Measurement Limits30 Jun 2026
- 2025An Architecture-Led Hybrid Report on Body Language Detection Project28 Dec 2025
- 2025Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models28 Oct 2025
- 2025ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation11 Apr 2025
- 2025Targeted Distillation for Sentiment Analysis5 Mar 2025
- 2023A Low-rank Matching Attention based Cross-modal Feature Fusion Method for Conversational Emotion Recognition16 Jun 2023
- 2023Utterance Emotion Dynamics in Children's Poems: Emotional Changes Across Age8 Jun 2023
- 2023Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?23 May 2023
- 2023GMNLP at SemEval-2023 Task 12: Sentiment Analysis with Phylogeny-Based Adapters25 Apr 2023
- 2023LEIA: Linguistic Embeddings for the Identification of Affect21 Apr 2023
- 2023Context-Dependent Embedding Utterance Representations for Emotion Recognition in Conversations17 Apr 2023
- 2023SemEval-2023 Task 12: Sentiment Analysis for African Languages (AfriSenti-SemEval)13 Apr 2023
10 more
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages17 Feb 2023
- 2022Computational Charisma -- A Brick by Brick Blueprint for Building Charismatic Artificial Intelligence31 Dec 2022
- 2022Deep Emotion Recognition in Textual Conversations: A Survey16 Nov 2022
- 2022Frustratingly Easy Sentiment Analysis of Text Streams: Generating High-Quality Emotion Arcs Using Emotion Lexicons13 Oct 2022
- 2022Best Practices in the Creation and Use of Emotion Lexicons13 Oct 2022
- 2022Dimensional Modeling of Emotions in Text with Appraisal Theories: Corpus Creation, Annotation Reliability, and Prediction10 Jun 2022
- 2022Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models8 Jun 2022
- 2022A Multimodal Corpus for Emotion Recognition in Sarcasm5 Jun 2022
- 2022Is Your Toxicity My Toxicity? Exploring the Impact of Rater Identity on Toxicity Annotation1 May 2022
- 2022Tweet Emotion Dynamics: Emotion Word Usage in Tweets from US and Canada11 Apr 2022
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languagescited by 68
- 2022Is Your Toxicity My Toxicity? Exploring the Impact of Rater Identity on Toxicity Annotationcited by 67
- 2022Dimensional Modeling of Emotions in Text with Appraisal Theories: Corpus Creation, Annotation Reliability, and Predictioncited by 45
- 2023SemEval-2023 Task 12: Sentiment Analysis for African Languages (AfriSenti-SemEval)cited by 41
- 2022A Multimodal Corpus for Emotion Recognition in Sarcasmcited by 29
- 2023A Low-rank Matching Attention based Cross-modal Feature Fusion Method for Conversational Emotion Recognitioncited by 29
- 2022Best Practices in the Creation and Use of Emotion Lexiconscited by 27
- 2022Challenges in Applying Explainability Methods to Improve the Fairness of NLP Modelscited by 20
- 2022Deep Emotion Recognition in Textual Conversations: A Surveycited by 12
- 2022Frustratingly Easy Sentiment Analysis of Text Streams: Generating High-Quality Emotion Arcs Using Emotion Lexiconscited by 6
- 2023Context-Dependent Embedding Utterance Representations for Emotion Recognition in Conversationscited by 3
- 2023LEIA: Linguistic Embeddings for the Identification of Affectcited by 3
12 most cited of 21 All 21 (JSON)
- 2026Who Determines the Meaning of an Emotion? Affective Sovereignty as an Epistemic Consequence of Measurement Limits30 Jun 2026
- 2025Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models28 Oct 2025
- 2025ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation11 Apr 2025
- 2025Targeted Distillation for Sentiment Analysis5 Mar 2025
- 2023A Low-rank Matching Attention based Cross-modal Feature Fusion Method for Conversational Emotion Recognition16 Jun 2023
- 2023Utterance Emotion Dynamics in Children's Poems: Emotional Changes Across Age8 Jun 2023
- 2023Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?23 May 2023
- 2023GMNLP at SemEval-2023 Task 12: Sentiment Analysis with Phylogeny-Based Adapters25 Apr 2023
- 2023LEIA: Linguistic Embeddings for the Identification of Affect21 Apr 2023
- 2023Context-Dependent Embedding Utterance Representations for Emotion Recognition in Conversations17 Apr 2023
- 2023SemEval-2023 Task 12: Sentiment Analysis for African Languages (AfriSenti-SemEval)13 Apr 2023
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages17 Feb 2023
12 newest of 21 All 21 (JSON)