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Emotion-cause pair extraction (ECPE), as an emergent natural language processing task, aims at jointly investigating emotions and their underlying causes in documents. It extends the previous emotion cause extraction (ECE) task, yet without…

计算与语言 · 计算机科学 2022-12-15 Haolin Song , Chen Zhang , Qiuchi Li , Dawei Song

The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential clause-pairs of emotions and their corresponding causes in a document. Unlike the more well-studied task of Emotion Cause Extraction (ECE), ECPE does not require…

计算与语言 · 计算机科学 2021-03-04 Aaditya Singh , Shreeshail Hingane , Saim Wani , Ashutosh Modi

The purpose of emotion-cause pair extraction is to extract the pair of emotion clauses and cause clauses. On the one hand, the existing methods do not take fully into account the relationship between the emotion extraction of two auxiliary…

计算与语言 · 计算机科学 2024-04-11 Mingrui Fu , Weijiang Li

Emotion cause extraction (ECE), the task aimed at extracting the potential causes behind certain emotions in text, has gained much attention in recent years due to its wide applications. However, it suffers from two shortcomings: 1) the…

计算与语言 · 计算机科学 2019-06-05 Rui Xia , Zixiang Ding

Emotion-Cause Pair Extraction (ECPE) is a complex yet popular area in Natural Language Processing due to its importance and potential applications in various domains. In this report , we aim to present our work in ECPE in the domain of…

计算与语言 · 计算机科学 2021-12-09 Arpit Mittal , Jeel Tejaskumar Vaishnav , Aishwarya Kaliki , Nathan Johns , Wyatt Pease

The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential emotion-cause pairs of a document without any annotation of emotion or cause clauses. Previous approaches on ECPE have tried to improve conventional two-step…

计算与语言 · 计算机科学 2023-01-09 Huu-Hiep Nguyen , Minh-Tien Nguyen

Emotion-cause pair extraction (ECPE) is an emerging task aiming to extract potential pairs of emotions and corresponding causes from documents. Previous approaches have focused on modeling the pair-to-pair relationship and achieved…

计算与语言 · 计算机科学 2022-08-31 Hang Chen , Xinyu Yang , Xiang Li

Emotion-Cause Pair Extraction (ECPE) aims to extract all emotion clauses and their corresponding cause clauses from a document. Existing approaches tackle this task through multi-task learning (MTL) framework in which the two subtasks…

计算与语言 · 计算机科学 2023-06-08 Bowen Xing , Ivor W. Tsang

Emotion-cause pair extraction (ECPE), an emerging task in sentiment analysis, aims at extracting pairs of emotions and their corresponding causes in documents. This is a more challenging problem than emotion cause extraction (ECE), since it…

计算与语言 · 计算机科学 2021-04-16 Qixuan Sun , Yaqi Yin , Hong Yu

Emotion-Cause Pair Extraction in Conversations (ECPEC) aims to identify the set of causal relations between emotion utterances and their triggering causes within a dialogue. Most existing approaches formulate ECPEC as an independent…

计算与语言 · 计算机科学 2026-04-22 Tianxiang Ma , Weijie Feng , Xinyu Wang , Zhiyong Cheng

The existing emotion-cause pair extraction (ECPE) task, unfortunately, ignores extracting the emotion type and cause type, while these fine-grained meta-information can be practically useful in real-world applications, i.e., chat robots and…

计算与语言 · 计算机科学 2023-06-13 Li Zheng , Donghong Ji , Fei Li , Hao Fei , Shengqiong Wu , Jingye Li , Bobo Li , Chong Teng

Emotion-cause pair extraction (ECPE) task aims to extract all the pairs of emotions and their causes from an unannotated emotion text. The previous works usually extract the emotion-cause pairs from two perspectives of emotion and cause.…

计算与语言 · 计算机科学 2023-02-27 Guimin Hu , Yi Zhao , Guangming Lu

Emotion cause pair extraction (ECPE), as one of the derived subtasks of emotion cause analysis (ECA), shares rich inter-related features with emotion extraction (EE) and cause extraction (CE). Therefore EE and CE are frequently utilized as…

计算与语言 · 计算机科学 2022-09-12 Shunjie Chen , Xiaochuan Shi , Jingye Li , Shengqiong Wu , Hao Fei , Fei Li , Donghong Ji

Emotion cause analysis such as emotion cause extraction (ECE) and emotion-cause pair extraction (ECPE) have gradually attracted the attention of many researchers. However, there are still two shortcomings in the existing research: 1) In…

计算与语言 · 计算机科学 2020-03-10 Hongliang Bi , Pengyuan Liu

Emotion-cause pair extraction (ECPE) is an emerging task in emotion cause analysis, which extracts potential emotion-cause pairs from an emotional document. Most recent studies use end-to-end methods to tackle the ECPE task. However, these…

计算与语言 · 计算机科学 2022-09-19 Changzhi Zhou , Dandan Song , Jing Xu , Zhijing Wu

Emotion-Cause Pair Extraction (ECPE) was introduced to explain why an emotion occurs, but this goal is now often reduced to binary pair/non-pair prediction. This proxy is useful for direct-cause extraction, yet easy to over-read as evidence…

计算与语言 · 计算机科学 2026-05-26 Zhuangzhuang Pan , Yan Xia , Chee Seng Chan

The emotion cause extraction (ECE) task aims at discovering the potential causes behind a certain emotion expression in a document. Techniques including rule-based methods, traditional machine learning methods and deep neural networks have…

计算与语言 · 计算机科学 2019-06-05 Rui Xia , Mengran Zhang , Zixiang Ding

The Emotion-Cause Pair Extraction (ECPE) task aims to extract emotions and causes as pairs from documents. We observe that the relative distance distribution of emotions and causes is extremely imbalanced in the typical ECPE dataset.…

计算与语言 · 计算机科学 2022-08-19 Yinan Bao , Qianwen Ma , Lingwei Wei , Wei Zhou , Songlin Hu

The Emotion Cause Extraction (ECE)} task aims to identify clauses which contain emotion-evoking information for a particular emotion expressed in text. We observe that a widely-used ECE dataset exhibits a bias that the majority of annotated…

计算与语言 · 计算机科学 2023-12-20 Hanqi Yan , Lin Gui , Gabriele Pergola , Yulan He

Achieving empathy is a crucial step toward humanized dialogue systems. Current approaches for empathetic dialogue generation mainly perceive an emotional label to generate an empathetic response conditioned on it, which simply treat…

计算与语言 · 计算机科学 2023-11-28 Fengyi Fu , Lei Zhang , Quan Wang , Zhendong Mao
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