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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

It Takes Two to Empathize: One to Seek and One to Provide

February 1, 2023

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Authors

Mahshid Hosseini

Computer science, University of Illinois at Chicago


Cornelia Caragea

Computer science, University of Illinois at Chicago


DOI:

10.1609/aaai.v35i14.17539


Abstract:

Empathy describes the capacity to feel, understand, and emotionally engage with what other people are experiencing. People have recently started to turn to online health communities to seek empathetic support when they undergo difficult situations such as suffering from a life-threatening disease, while others are there to provide empathetic support to those who need it. It is, therefore, important to detect the direction of empathy expressed in natural language. Previous studies only focus on the presence of empathy at a high-level and do not distinguish the direction of empathy that is expressed in textual messages. In this paper, we take one step further in the identification of perceived empathy from text by introducing IEMPATHIZE, a dataset of messages annotated with the direction of empathy exchanged in an online cancer network. We analyze user messages to identify the direction of empathy at a fine-grained level: seeking or providing empathy. Our dataset IEMPATHIZE serves as a challenging benchmark for studying empathy at a fine-grained level.

Topics: AAAI

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HOW TO CITE:

Mahshid Hosseini||Cornelia Caragea It Takes Two to Empathize: One to Seek and One to Provide Proceedings of the AAAI Conference on Artificial Intelligence (2021) 13018-13026.

Mahshid Hosseini||Cornelia Caragea It Takes Two to Empathize: One to Seek and One to Provide AAAI 2021, 13018-13026.

Mahshid Hosseini||Cornelia Caragea (2021). It Takes Two to Empathize: One to Seek and One to Provide. Proceedings of the AAAI Conference on Artificial Intelligence, 13018-13026.

Mahshid Hosseini||Cornelia Caragea. It Takes Two to Empathize: One to Seek and One to Provide. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.13018-13026.

Mahshid Hosseini||Cornelia Caragea. 2021. It Takes Two to Empathize: One to Seek and One to Provide. "Proceedings of the AAAI Conference on Artificial Intelligence". 13018-13026.

Mahshid Hosseini||Cornelia Caragea. (2021) "It Takes Two to Empathize: One to Seek and One to Provide", Proceedings of the AAAI Conference on Artificial Intelligence, p.13018-13026

Mahshid Hosseini||Cornelia Caragea, "It Takes Two to Empathize: One to Seek and One to Provide", AAAI, p.13018-13026, 2021.

Mahshid Hosseini||Cornelia Caragea. "It Takes Two to Empathize: One to Seek and One to Provide". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.13018-13026.

Mahshid Hosseini||Cornelia Caragea. "It Takes Two to Empathize: One to Seek and One to Provide". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 13018-13026.

Mahshid Hosseini||Cornelia Caragea. It Takes Two to Empathize: One to Seek and One to Provide. AAAI[Internet]. 2021[cited 2023]; 13018-13026.


ISSN: 2374-3468


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