生成型人工智能从视觉和文本数据中解释人类情绪的能力:试点评估研究
Zohar Elyoseph1,2, Elad Refoua3, Kfir Asraf4
1Department of Educational Psychology, The Center for Psychobiological Research, The Max Stern Yezreel Valley College, Emek Yezreel, Israel.
JMIR mental health
|February 6, 2024
概括
聊天GPT-4在视觉思维方面表现出色,与人类的表现相匹配. 谷歌Bard在视觉情感识别方面存在局限性,但在基于文本的分析方面表现良好. 伦理的人工智能开发至关重要.
科学领域:
- 人工智能的人工智能
- 认知科学 认知科学
- 心理学 心理学 心理学
背景情况:
- 心理化,即对心理状态的解释,是人类认知的关键.
- 人工智能中的大型语言模型 (LLM) 越来越多地用于心理健康.
- 之前的LLM显示基于文本的情感理解;视觉能力需要评估.
研究的目的:
- 为了评估ChatGPT-4和谷歌Bard的视觉思维能力.
- 将他们的视觉思维与文本思维能力进行对比.
主要方法:
- 阅读眼睛中的思维测试评估了视觉情感指标的解释.
- 情绪意识水平尺度评估了文字的思维.
- 这两项测试的数据都提供了对思维能力的整体观点.
主要成果:
- 聊天GPT-4表现出强烈的视觉情感识别,得分为26-27分,与人类基准一致 (P<.001).
- 谷歌巴德的表现 (分数 10-12) 与随机机会一致.
- 这两种模型在文本思维方面都超过了人类的基准,表现一致.
结论:
- 聊天GPT-4在视觉思维方面是有效的,与人类相比.
- 谷歌Bard需要在视觉情感解释方面进行精细化.
- 伦理的人工智能开发,包容性数据和监管监督对于情绪识别的人工智能至关重要.
关键词:
在这里,我们可以看到AIAIAI.聊天GPT 聊天 在GPT 聊天法学士 (LLM) 是一个专业.在法律上,LLMs.在RMET和RMET中,我们可以使用RMET.在眼睛测试中阅读思想算法算法是一种算法.算法算法是一种算法.人工智能的人工智能是人工智能.早期检测 早期检测早期预警的早期警告.情绪意识 情绪意识情感理解能力 情感理解能力情感的提示 情感的提示情绪上的线索 情绪上的线索同理心同理心同情心大型语言模型大型语言模型.机器学习是机器学习.精神疾病是一种精神疾病.精神疾病是一种精神疾病.心理健康 心理健康精神疾病 精神疾病精神疾病 精神疾病心理化的思维.这是一种精神化的思维.实用模型实用模型模型实用模型实用模型实用模型预测分析 预测分析预测模型是一个预测模型.预测模型的预测模型.预测系统 预测系统更多相关视频
相关概念视频
Facial Feedback Hypothesis
153
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
153
Cognitive Theories: Schachter-Singer Theory of Emotion
403
Stanley Schachter and Jerome Singer proposed the two-factor theory of emotion, which emphasizes the interplay between physiological arousal and cognitive labeling in forming emotional experiences. This theory suggests that emotions are not simply a result of physiological responses but rather a combination of these responses and the individual's cognitive interpretation of them.
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
403
Non-equilibrium in the Cell
4.4K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.4K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Empathy
9.6K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.6K
Nonconscious Mimicry
4.6K
Nonconscious mimicry occurs when individuals alter their mannerisms to match the behaviors and expressions of those nearby, without intention.
4.6K


