Causal Emotion Entailment

The Causal Emotion Entailment is a simpler version of the span extraction task. In this task, given a target utterance (U) with emotion E, the goal is to predict which particular utterances in the conversation history H(U) are responsible for the emotion E in the target utterance.

Papers

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Showing 1–10 of 12 papers

Title	Date	Tasks	Status	Hype	Score
Towards Interpretable Mental Health Analysis with Large Language Models	Apr 6, 2023	Causal Emotion EntailmentEmotion Recognition	CodeCode Available	2	5
PAGE: A Position-Aware Graph-Based Model for Emotion Cause Entailment in Conversation	Mar 3, 2023	Causal Emotion EntailmentCausal Inference	CodeCode Available	1	5
Recognizing Emotion Cause in Conversations	Dec 22, 2020	Causal Emotion EntailmentEmotion Cause Extraction	CodeCode Available	1	5
Knowledge-Bridged Causal Interaction Network for Causal Emotion Entailment	Dec 6, 2022	Causal Emotion EntailmentGraph Attention	CodeCode Available	1	5
TSAM: A Two-Stream Attention Model for Causal Emotion Entailment	Mar 2, 2022	Causal Emotion EntailmentVocal Bursts Valence Prediction	CodeCode Available	1	5
ECR-Chain: Advancing Generative Language Models to Better Emotion-Cause Reasoners through Reasoning Chains	May 17, 2024	Causal Emotion Entailment	CodeCode Available	1	5
Neutral Utterances are Also Causes: Enhancing Conversational Causal Emotion Entailment with Social Commonsense Knowledge	May 2, 2022	Causal Emotion Entailment	CodeCode Available	1	5
A Commonsense Reasoning Framework for Explanatory Emotion Attribution, Generation and Re-classification	Jan 11, 2021	Causal Emotion EntailmentCausal Inference	CodeCode Available	0	5
MPEG: A Multi-Perspective Enhanced Graph Attention Network for Causal Emotion Entailment in Conversations	Sep 15, 2023	Causal Emotion EntailmentCausal Inference	CodeCode Available	0	5
Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in Conversations	Nov 7, 2022	Causal Emotion EntailmentMulti-Task Learning	CodeCode Available	0	5

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