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相关论文: LLM-MC-Affect: LLM-Based Monte Carlo Modeling of A…

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Emotions exert an immense influence over human behavior and cognition in both commonplace and high-stress tasks. Discussions of whether or how to integrate large language models (LLMs) into everyday life (e.g., acting as proxies for, or…

人工智能 · 计算机科学 2025-08-21 Mattson Ogg , Chace Ashcraft , Ritwik Bose , Raphael Norman-Tenazas , Michael Wolmetz

Dialogue data has been a key source for understanding learning processes, offering critical insights into how students engage in collaborative discussions and how these interactions shape their knowledge construction. The advent of Large…

计算与语言 · 计算机科学 2025-04-29 Ying Na , Shihui Feng

Emotion is a crucial phenomenon in the functioning of human beings in society. However, it remains a widely open subject, particularly in its textual manifestations. This paper examines an industrial corpus manually annotated following an…

计算与语言 · 计算机科学 2025-09-03 Jonas Noblet

Vietnamese Speech Emotion Recognition (SER) remains challenging due to ambiguous acoustic patterns and the lack of reliable annotated data, especially in real-world conditions where emotional boundaries are not clearly separable. To address…

计算与语言 · 计算机科学 2026-04-03 Truc Nguyen , Then Tran , Binh Truong , Phuoc Nguyen T. H

The rise of large language models (LLMs) has revolutionized natural language processing (NLP), yet the influence of prompt sentiment, a latent affective characteristic of input text, remains underexplored. This study systematically examines…

计算与语言 · 计算机科学 2025-03-19 Vishal Gandhi , Sagar Gandhi

Personality traits have long been studied as predictors of human behavior. Recent advances in Large Language Models (LLMs) suggest similar patterns may emerge in artificial systems, with advanced LLMs displaying consistent behavioral…

Large Language Models (LLMs) are increasingly deployed as autonomous agents capable of reasoning, planning, and acting within interactive environments. Despite their growing capability to perform multi-step reasoning and decision-making…

Emotion recognition is a core research area at the intersection of artificial intelligence and human communication analysis. It is a significant technical challenge since humans display their emotions through complex idiosyncratic…

人机交互 · 计算机科学 2018-09-14 Paul Pu Liang , Amir Zadeh , Louis-Philippe Morency

Emotion recognition in conversations (ERC) is challenging due to the multimodal nature of the emotion expression. In this paper, we propose to pretrain a text-based recognition model from unsupervised speech transcripts with LLM guidance.…

音频与语音处理 · 电气工程与系统科学 2025-01-22 Soumya Dutta , Sriram Ganapathy

The classic supervised classification algorithms are efficient, but time-consuming, complicated and not interpretable, which makes it difficult to analyze their results that limits the possibility to improve them based on real observations.…

计算与语言 · 计算机科学 2018-03-05 Hussam Hamdan

With the increasing capabilities of LLMs, recent studies focus on understanding whose opinions are represented by them and how to effectively extract aligned opinion distributions. We conducted an empirical analysis of three straightforward…

计算与语言 · 计算机科学 2024-11-18 Maja Pavlovic , Massimo Poesio

In a world where technology is increasingly embedded in our everyday experiences, systems that sense and respond to human emotions are elevating digital interaction. At the intersection of artificial intelligence and human-computer…

人机交互 · 计算机科学 2025-05-06 Karishma Hegde , Hemadri Jayalath

This paper introduces a multi-label visual emotion analysis benchmark dataset for comprehensively evaluating the ability of multimodal large language models (MLLMs) to predict the emotions evoked by images. Recent user studies report an…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Tianwei Chen , Takuya Furusawa , Yuki Hirakawa , Ryotaro Shimizu , Mo Fan , Takashi Wada

Emotion classification in text is typically performed with neural network models which learn to associate linguistic units with emotions. While this often leads to good predictive performance, it does only help to a limited degree to…

计算与语言 · 计算机科学 2022-05-17 Felix Casel , Amelie Heindl , Roman Klinger

Previous studies on visual customization primarily rely on the objective alignment between various control signals (e.g., language, layout and canny) and the edited images, which largely ignore the subjective emotional contents, and more…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Jiamin Luo , Xuqian Gu , Jingjing Wang , Jiahong Lu

Large Language Models (LLMs) reveal inherent and distinctive personas through dialogue. However, most existing persona discovery approaches rely on surface-level lexical or stylistic cues, treating dialogue as a flat sequence of tokens and…

计算与语言 · 计算机科学 2026-04-28 Jisoo Yang , Jongwon Ryu , Minuk Ma , Trung X. Pham , Junyeong Kim

Individual personalities significantly influence our perceptions, decisions, and social interactions, which is particularly crucial for gaining insights into human behavior patterns in online social network analysis. Many psychological…

社会与信息网络 · 计算机科学 2024-07-08 Zhiyao Shu , Xiangguo Sun , Hong Cheng

Recent studies have revealed that human emotions exhibit a high-dimensional, complex structure. A full capturing of this complexity requires new approaches, as conventional models that disregard high dimensionality risk overlooking key…

人工智能 · 计算机科学 2025-05-26 Haruka Asanuma , Naoko Koide-Majima , Ken Nakamura , Takato Horii , Shinji Nishimoto , Masafumi Oizumi

When are multi-agent LLM systems merely a collection of individual agents versus an integrated collective with higher-order structure? We introduce an information-theoretic framework to test -- in a purely data-driven way -- whether…

多智能体系统 · 计算机科学 2026-04-30 Christoph Riedl

Affective Computing (AC) is essential for advancing Artificial General Intelligence (AGI), with emotion recognition serving as a key component. However, human emotions are inherently dynamic, influenced not only by an individual's…

计算与语言 · 计算机科学 2025-03-31 Yupei Li , Qiyang Sun , Sunil Munthumoduku Krishna Murthy , Emran Alturki , Björn W. Schuller
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