Supporting Cognitive and Emotional Empathic Writing of Students
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Abstract (arXiv)
We present an annotation approach to capturing emotional and cognitive empathy in student-written peer reviews on business models in German. We propose an annotation scheme that allows us to model emotional and cognitive empathy scores based on three types of review components. Also, we conducted an annotation study with three annotators based on 92 student essays to evaluate our annotation scheme. The obtained inter-rater agreement of α=0.79 for the components and the multi-π=0.41 for the empathy scores indicate that the proposed annotation scheme successfully guides annotators to a substantial to moderate agreement. Moreover, we trained predictive models to detect the annotated empathy structures and embedded them in an adaptive writing support system for students to receive individual empathy feedback independent of an instructor, time, and location. We evaluated our tool in a peer learning exercise with 58 students and found promising results for perceived empathy skill learning, perceived feedback accuracy, and intention to use. Finally, we present our freely available corpus of 500 empathy-annotated, student-written peer reviews on business models and our annotation guidelines to encourage future research on the design and development of empathy support systems.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Builds on 10 of its 62 references that are in the map. First posted on arXiv 31 May 2021.
Builds on
10 of 62 references.
References · 10
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2020A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Supportcited by 182
- 2016Parsing Argumentation Structures in Persuasive Essayscited by 99
- 2018EmotionLines: An Emotion Corpus of Multi-Party Conversationscited by 80
- 2018Modeling Empathy and Distress in Reaction to News Storiescited by 52
- 2017Emotion Intensities in Tweetscited by 32
- 2019SemEval-2016 Task 4: Sentiment Analysis in Twittercited by 14
- 2017Annotating and Modeling Empathy in Spoken Conversationscited by 10
- 2018Emotion Representation Mapping for Automatic Lexicon Construction (Mostly) Performs on Human Levelcited by 7
- 2020A Corpus for Argumentative Writing Support in Germancited by 6
Built on by
Citing papers per year: 2022: 4; 2023: 3; 2024: 1.
8 papers.
- 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
- 2022Human-AI Collaboration Enables More Empathic Conversations in Text-based Peer-to-Peer Mental Health Supportcited by 68
- 2022Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modelingcited by 6
- 2022A Critical Reflection and Forward Perspective on Empathy and Natural Language Processingcited by 4
- 2022Claim Optimization in Computational Argumentationcited by 3
- 2023Investigating Stylistic Profiles for the Task of Empathy Classification in Medical Narrative Essayscited by 2
- 2023Revisiting the Role of Similarity and Dissimilarity in Best Counter Argument Retrievalcited by 1
- 2023Understanding Revision Behavior in Adaptive Writing Support Systems for Educationcited by 1
- 2024A Design Space for Intelligent and Interactive Writing Assistants21 Mar 2024
- 2023Understanding Revision Behavior in Adaptive Writing Support Systems for Education17 Jun 2023
- 2023Revisiting the Role of Similarity and Dissimilarity in Best Counter Argument Retrieval18 Apr 2023
- 2023Investigating Stylistic Profiles for the Task of Empathy Classification in Medical Narrative Essays3 Feb 2023
- 2022Claim Optimization in Computational Argumentation17 Dec 2022
- 2022A Critical Reflection and Forward Perspective on Empathy and Natural Language Processing29 Oct 2022
- 2022Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling21 Sep 2022
- 2022Human-AI Collaboration Enables More Empathic Conversations in Text-based Peer-to-Peer Mental Health Support28 Mar 2022