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Cognitive Network Science Reveals Bias in GPT-3, GPT-3.5 Turbo, and GPT-4 Mirroring Math Anxiety in High-School Students
16 references·2 citing·38 second hop
Cognitive Network Science Reveals Bias in GPT-3, GPT-3.5 Turbo, and GPT-4 Mirroring Math Anxiety in High-School Students (2023)Cognitive Network Science Reveals Bias in…Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics (2023)Aion Framework: Dimensional E…StereoSet: Measuring stereotypical bias in pretrained language models (2021)StereoSet: Measuring stereoty…Persistent Anti-Muslim Bias in Large Language Models (2021)Persistent Anti-Muslim Bias i…The Woman Worked as a Babysitter: On Biases in Language Generation (2019)The Woman Worked as a Babysit…Measuring Bias in Contextualized Word Representations (2019)Measuring Bias in Contextuali…Assessing gender bias in machine translation: a case study with Google Translate (2019)Assessing gender bias in mach…The “Small World of Words” English word association norms for over 12,000 cue words (2018)The “Small World of Words” En…Spotlight on math anxiety (2018)Spotlight on math anxietyObtaining Reliable Human Ratings of Valence, Arousal, and Dominance for 20,000 English Words (2018)Obtaining Reliable Human Rati…The Math Anxiety-Performance Link (2017)The Math Anxiety-Performance …Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Man is to Computer Programmer…Math Anxiety: Personal, Educational, and Cognitive Consequences (2002)Math Anxiety: Personal, Educa…Measuring individual differences in implicit cognition: The implicit association test. (1998)Measuring individual differen…The Nature, Effects, and Relief of Mathematics Anxiety (1990)The Nature, Effects, and Reli…A circumplex model of affect. (1980)A circumplex model of affect.Brand transgressions: How, when, and why home country bias backfires (2024)Brand transgressions: How, wh…Using cognitive psychology to understand GPT-like models needs to extend beyond human biases (2023)Using cognitive psychology to…Meta-analysis in social research (1982)Statistical Methods for Meta-Analysis (1988)Research on Affect in Mathematics Education: A Reconceptualization (2006)Female teachers’ math anxiety affects girls’ math achievement (2010)The Principles of Psychology (1891)Hedges: A Study in Meaning Criteria and the Logic of Fuzzy Concepts (1975)The robust beauty of improper linear models in decision making. (1979)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Culture and the Self: Implications for Cognition, Emotion, and Motivation (1991)Measuring emotion: The self-assessment manikin and the semantic differential (1994)The Mathematics Anxiety Rating Scale: Psychometric data. (1972)Anxiety and Performance: The Processing Efficiency Theory (1992)Converging evidence that stereotype threat reduces working memory capacity. (2003)The role of emotion regulation in children's early academic success (2006)Signaling Threat (2007)Fairness through awareness (2012)Big Data's Disparate Impact (2014)Certifying and Removing Disparate Impact (2015)The role of artificial intelligence in achieving the Sustainable Development Goals (2020)A Survey on Bias and Fairness in Machine Learning (2021)The Measurement of Meaning (1957)THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META‐ANALYSIS (1991)Bottom-Up and Top-Down: Predicting Personality with Psycholinguistic and Language Model Features (2020)Emotion recognition from unimodal to multimodal analysis: A review (2023)How High-Arousal Language Shapes Micro- Versus Macro-Influencers’ Impact (2023)Math = male, me = female, therefore math ≠ me. (2002)HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models (2020)Biases in Large Language Models: Origins, Inventory, and Discussion (2023)Gender bias and stereotypes in Large Language Models (2023)Dissecting racial bias in an algorithm used to manage the health of populations (2019)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Large pre-trained language models contain human-like biases of what is right and wrong to do (2022)Role congruity theory of prejudice toward female leaders. (2002)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)Understanding and using the Implicit Association Test: I. An improved scoring algorithm. (2003)ChatGPT and a new academic reality: Artificial Intelligence‐written research papers and the ethics of the large language models in scholarly publishing (2023)Chatting and cheating: Ensuring academic integrity in the era of ChatGPT (2023)
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References

  • 1980A circumplex model of affect.16,320 cited
  • 2023Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics13,695 cited
  • 1998Measuring individual differences in implicit cognition: The implicit association test.9,206 cited
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 1990The Nature, Effects, and Relief of Mathematics Anxiety1,993 cited
  • 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
  • 2002Math Anxiety: Personal, Educational, and Cognitive Consequences1,470 cited
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  • 2018Obtaining Reliable Human Ratings of Valence, Arousal, and Dominance for 20,000 English Words616 cited
  • 2021Persistent Anti-Muslim Bias in Large Language Models476 cited
  • 2019The Woman Worked as a Babysitter: On Biases in Language Generation430 cited
  • 2019Assessing gender bias in machine translation: a case study with Google Translate409 cited
  • 2018The “Small World of Words” English word association norms for over 12,000 cue words387 cited
  • 2018Spotlight on math anxiety375 cited
  • 2019

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Measuring Bias in Contextualized Word Representations
348 cited
  • 2017The Math Anxiety-Performance Link345 cited
  • Cited by

    • 2024Brand transgressions: How, when, and why home country bias backfires36 cited
    • 2023Using cognitive psychology to understand GPT-like models needs to extend beyond human biases27 cited