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Large Language Models (LLMs) have demonstrated remarkable abilities across numerous disciplines, primarily assessed through tasks in language generation, knowledge utilization, and complex reasoning. However, their alignment with human…

人工智能 · 计算机科学 2023-07-31 Xuena Wang , Xueting Li , Zi Yin , Yue Wu , Liu Jia

Recent advances in Large Language Models (LLMs) have highlighted the need for robust, comprehensive, and challenging benchmarks. Yet, research on evaluating their Emotional Intelligence (EI) is considerably limited. Existing benchmarks have…

Large language models (LLMs) have made significant progress in Emotional Intelligence (EI) and long-context modeling. However, existing benchmarks often overlook the fact that emotional information processing unfolds as a continuous…

Emotional Intelligence (EI) is a critical yet underexplored dimension in the development of human-aligned LLMs. To address this gap, we introduce a unified, psychologically grounded four-layer taxonomy of EI tailored for large language…

计算与语言 · 计算机科学 2025-08-11 Nizi Nazar , Ehsaneddin Asgari

With the integration of multimodal large language models (MLLMs) into robotic systems and AI applications, embedding emotional intelligence (EI) capabilities is essential for enabling these models to perceive, interpret, and respond to…

计算与语言 · 计算机科学 2026-04-28 He Hu , Lianzhong You , Hongbo Xu , Qianning Wang , Fei Richard Yu , Fei Ma , Zebang Cheng , Zheng Lian , Yucheng Zhou , Laizhong Cui

Effective and safe human-machine collaboration requires the regulated and meaningful exchange of emotions between humans and artificial intelligence (AI). Current AI systems based on large language models (LLMs) can provide feedback that…

计算与语言 · 计算机科学 2025-06-18 Xiuwen Wu , Hao Wang , Zhiang Yan , Xiaohan Tang , Pengfei Xu , Wai-Ting Siok , Ping Li , Jia-Hong Gao , Bingjiang Lyu , Lang Qin

Emotional intelligence (EI), the ability to perceive, understand, and respond appropriately to others' emotional states, is central to human communication, and increasingly important to assess as LLMs assume conversational roles in everyday…

Artificial Intelligence (AI) has demonstrated significant capabilities in various fields, and in areas such as human-computer interaction (HCI), embodied intelligence, and the design and animation of virtual digital humans, both…

计算与语言 · 计算机科学 2024-11-19 Yingjie Zhou , Zicheng Zhang , Jiezhang Cao , Jun Jia , Yanwei Jiang , Farong Wen , Xiaohong Liu , Xiongkuo Min , Guangtao Zhai

In recent years, large language models (LLMs) have driven major advances in language understanding, marking a significant step toward artificial general intelligence (AGI). With increasing demands for higher-level semantics and cross-modal…

计算与语言 · 计算机科学 2025-09-30 Yuntao Shou , Tao Meng , Wei Ai , Keqin Li

Edge Intelligence (EI) has been instrumental in delivering real-time, localized services by leveraging the computational capabilities of edge networks. The integration of Large Language Models (LLMs) empowers EI to evolve into the next…

分布式、并行与集群计算 · 计算机科学 2025-03-07 Handi Chen , Weipeng Deng , Shuo Yang , Jinfeng Xu , Zhihan Jiang , Edith C. H. Ngai , Jiangchuan Liu , Xue Liu

Emotional intelligence in large language models (LLMs) is of great importance in Natural Language Processing. However, the previous research mainly focus on basic sentiment analysis tasks, such as emotion recognition, which is not enough to…

计算与语言 · 计算机科学 2024-09-23 Yuyan Chen , Hao Wang , Songzhou Yan , Sijia Liu , Yueze Li , Yi Zhao , Yanghua Xiao

Most existing emotion analysis emphasizes which emotion arises (e.g., happy, sad, angry) but neglects the deeper why. We propose Emotion Interpretation (EI), focusing on causal factors-whether explicit (e.g., observable objects,…

We introduce EQ-Bench, a novel benchmark designed to evaluate aspects of emotional intelligence in Large Language Models (LLMs). We assess the ability of LLMs to understand complex emotions and social interactions by asking them to predict…

计算与语言 · 计算机科学 2024-01-04 Samuel J. Paech

Emotional intelligence significantly impacts our daily behaviors and interactions. Although Large Language Models (LLMs) are increasingly viewed as a stride toward artificial general intelligence, exhibiting impressive performance in…

计算与语言 · 计算机科学 2023-11-14 Cheng Li , Jindong Wang , Yixuan Zhang , Kaijie Zhu , Wenxin Hou , Jianxun Lian , Fang Luo , Qiang Yang , Xing Xie

Recent advancements in Large Language Models (LLMs) have demonstrated great success in many Natural Language Processing (NLP) tasks. In addition to their cognitive intelligence, exploring their capabilities in emotional intelligence is also…

计算与语言 · 计算机科学 2025-02-18 Xin Hong , Yuan Gong , Vidhyasaharan Sethu , Ting Dang

The human-level performance of Large Language Models (LLMs) across various tasks has raised expectations for the potential of Artificial Intelligence (AI) to possess emotions someday. To explore the capability of current LLMs to express…

人工智能 · 计算机科学 2025-04-23 Shin-nosuke Ishikawa , Atsushi Yoshino

Emotion cognition in large language models (LLMs) is crucial for enhancing performance across various applications, such as social media, human-computer interaction, and mental health assessment. We explore the current landscape of…

计算与语言 · 计算机科学 2024-09-23 Yuyan Chen , Yanghua Xiao

In this paper, we develop the position that current frameworks for evaluating emotional intelligence (EI) in artificial intelligence (AI) systems need refinement because they do not adequately or comprehensively measure the various aspects…

人工智能 · 计算机科学 2025-12-30 Max Parks , Kheli Atluru , Meera Vinod , Mike Kuniavsky , Jud Brewer , Sean White , Sarah Adler , Wendy Ju

With generative AI advancing, empathy in human-AI interaction is essential. While prior work focuses on emotional reflection, emotional exploration, key to deeper engagement, remains overlooked. Existing LLMs rely on text which captures…

音频与语音处理 · 电气工程与系统科学 2026-02-12 Jing-Han Chen , Bo-Hao Su , Ya-Tse Wu , Chi-Chun Lee

Humans no doubt use language to communicate about their emotional experiences, but does language in turn help humans understand emotions, or is language just a vehicle of communication? This study used a form of artificial intelligence (AI)…

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