Causal Emotion Entailment
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Benchmarks
RECCON
Most implemented
TSAM: A Two-Stream Attention Model for Causal Emotion Entailment
Towards Interpretable Mental Health Analysis with Large Language Models
ECR-Chain: Advancing Generative Language Models to Better Emotion-Cause Reasoners through Reasoning Chains
MPEG: A Multi-Perspective Enhanced Graph Attention Network for Causal Emotion Entailment in Conversations
PAGE: A Position-Aware Graph-Based Model for Emotion Cause Entailment in Conversation
Knowledge-Bridged Causal Interaction Network for Causal Emotion Entailment
Papers
ECR-Chain: Advancing Generative Language Models to Better Emotion-Cause Reasoners through Reasoning Chains
Understanding the process of emotion generation is crucial for analyzing the causes behind emotions. Causal Emotion Entailment (CEE), an emotion-understanding task, aims to identify the causal utterances in a conversatio…
Causal Emotion EntailmentMPEG: A Multi-Perspective Enhanced Graph Attention Network for Causal Emotion Entailment in Conversations
Emotion causes constitute a pivotal component in the comprehension of emotional conversations. Recently, a new task named Causal Emotion Entailment (CEE) has been proposed to identify the causal utterances for the target…
Causal Emotion EntailmentCausal InferenceGraph AttentionTowards Interpretable Mental Health Analysis with Large Language Models
The latest large language models (LLMs) such as ChatGPT, exhibit strong capabilities in automated mental health analysis. However, existing relevant studies bear several limitations, including inadequate evaluations, lac…
Causal Emotion EntailmentEmotion RecognitionIn-Context LearningPrompt EngineeringPAGE: A Position-Aware Graph-Based Model for Emotion Cause Entailment in Conversation
Conversational Causal Emotion Entailment (C2E2) is a task that aims at recognizing the causes corresponding to a target emotion in a conversation. The order of utterances in the conversation affects the causal inference.…
Causal Emotion EntailmentCausal InferencePositionWindow transformer for dialogue document: a joint framework for causal emotion entailment
The Causal Emotion Entailment (CEE) task aims to extract all potential pairs of emotions and corresponding causes from the unannotated emotion document in the conversational context. Most existing methods to solve CEE ta…
Causal Emotion EntailmentKnowledge-Bridged Causal Interaction Network for Causal Emotion Entailment
Causal Emotion Entailment aims to identify causal utterances that are responsible for the target utterance with a non-neutral emotion in conversations. Previous works are limited in thorough understanding of the conversa…
Causal Emotion EntailmentGraph Attention