Log In Sign Up

Empathic Conversations: A Multi-level Dataset of Contextualized Conversations

by   Damilola Omitaomu, et al.

Empathy is a cognitive and emotional reaction to an observed situation of others. Empathy has recently attracted interest because it has numerous applications in psychology and AI, but it is unclear how different forms of empathy (e.g., self-report vs counterpart other-report, concern vs. distress) interact with other affective phenomena or demographics like gender and age. To better understand this, we created the Empathic Conversations dataset of annotated negative, empathy-eliciting dialogues in which pairs of participants converse about news articles. People differ in their perception of the empathy of others. These differences are associated with certain characteristics such as personality and demographics. Hence, we collected detailed characterization of the participants' traits, their self-reported empathetic response to news articles, their conversational partner other-report, and turn-by-turn third-party assessments of the level of self-disclosure, emotion, and empathy expressed. This dataset is the first to present empathy in multiple forms along with personal distress, emotion, personality characteristics, and person-level demographic information. We present baseline models for predicting some of these features from conversations.


What's The Latest? A Question-driven News Chatbot

This work describes an automatic news chatbot that draws content from a ...

MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations

Emotion recognition in conversations is a challenging Artificial Intelli...

DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations

Emotion Recognition in Conversations (ERC) has gained increasing attenti...

Endowing Empathetic Conversational Models with Personas

Empathetic conversational models have been shown to improve user satisfa...

Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in Conversations

Predicting emotions expressed in text is a well-studied problem in the N...

The Second Conversational Intelligence Challenge (ConvAI2)

We describe the setting and results of the ConvAI2 NeurIPS competition t...