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The use of LLMs in natural language reasoning has shown mixed results, sometimes rivaling or even surpassing human performance in simpler classification tasks while struggling with social-cognitive reasoning, a domain where humans naturally excel.
Personality: A psychological interpretation
Allport, G. W. 1937 · 1937
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Does the chimpanzee have a theory of mind?
Premack, D.; and Woodruff, G. 1978 · 1978
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Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children’s understanding of deception
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Does the autistic child have a “theory of mind”?
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Validation of the five-factor model of personality across instruments and observers
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The Big-Five trait taxonomy: History, measurement, and theoretical perspectives
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Meta-analysis of theory-of-mind development: The truth about false belief
Wellman, H. M.; Cross, D.; and Watson, J. 2001 · 2001
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A very brief measure of the Big-Five personality domains
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The empathy quotient: an investigation of adults with Asperger syndrome or high functioning autism, and normal sex differences
Baron-Cohen, S.; and Wheelwright, S. 2004 · 2004
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Paradigm shift to the integrative big five trait taxonomy
John, O. P.; Naumann, L. P.; and Soto, C. J. 2008 · 2008
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Agreeableness is related to social-cognitive, but not social-perceptual, theory of mind
Nettle, D.; and Liddle, B. 2008 · 2008
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The dirty dozen: a concise measure of the dark triad
Jonason, P. K.; and Webster, G. D. 2010 · 2010
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What is so special about embodied simulation?
Gallese, V.; and Sinigaglia, C. 2011 · 2011
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Sequential progressions in a theory-of-mind scale: Longitudinal perspectives
Wellman, H. M.; Fang, F.; and Peterson, C. C. 2011 · 2011
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Prosociality: the contribution of traits, values, and self-efficacy beliefs
Caprara, G. V.; Alessandri, G.; and Eisenberg, N. 2012 · 2012
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Dark triad personality traits and theory of mind among school-age children
Stellwagen, K. K.; and Kerig, P. K. 2013 · 2013
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Introducing the short dark triad (SD3) a brief measure of dark personality traits
Jones, D. N.; and Paulhus, D. L. 2014 · 2014
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Friends, friendlessness, and the social consequences of gaining a theory of mind
Fink, E.; Begeer, S.; Peterson, C. C.; Slaughter, V.; and de Rosnay, M. 2015 · 2015
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Theory of mind and prosocial behavior in childhood: A meta-analytic review
Imuta, K.; Henry, J. D.; Slaughter, V.; Selcuk, B.; and Ruffman, T. 2016 · 2016
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Language-based personality: A new approach to personality in a digital world
Boyd, R. L.; and Pennebaker, J. W. 2017 · 2017
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Theory of mind: The state of the art
Wellman, H. M. 2018 · 2018
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Costless and costly prosociality: Correspondence among personality traits, economic preferences, and real-world prosociality
Ferguson, E.; Zhao, K.; O’Carroll, R. E.; and Smillie, L. D. 2019 · 2019
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Systematic review and inventory of theory of mind measures for young children
Bias runs deep: Implicit reasoning biases in persona-assigned llms
Gupta, S.; Shrivastava, V.; Deshpande, A.; Kalyan, A.; Clark, P.; Sabharwal, A.; and Khot, T. 2023 · 2023
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Jiang, A. Q.; Sablayrolles, A.; Mensch, A.; Bamford, C.; Chaplot, D. S.; de Las Casas, D.; Bressand, F.; Lengyel, G.; Lample, G.; Saulnier, L.; Lavaud, L. R.; Lachaux, M.; Stock, P.; Scao, T. L.; Lavril, T.; Wang, T.; Lacroix, T.; and Sayed, W. E. 2023 · 2023
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FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions
Kim, H.; Sclar, M.; Zhou, X.; Bras, R.; Kim, G.; Choi, Y.; and Sap, M. 2023 · 2023
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Better Zero-Shot Reasoning with Role-Play Prompting
Kong, A.; Zhao, S.; Chen, H.; Li, Q.; Qin, Y.; Sun, R.; and Zhou, X. 2023 · 2023
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Beaudoin, C.; Leblanc, É.; Gagner, C.; and Beauchamp, M. H. 2020 · 2020
Cited alongside, same era.
Anti-Social Cognition: Exploring the Relationships Between the Dark Triad, Empathy, and Theory of Mind
Doyle, L. 2020 · 2020
Cited alongside, same era.
Keeping Up Appearances: Computational Modeling of Face Acts in Persuasion Oriented Discussions
Dutt, R.; Joshi, R.; and Rose, C. 2020 · 2020
Cited alongside, same era.
Agreeableness predicts Theory of Mind in older and younger adults
Wagner, M. 2020 · 2020
Cited alongside, same era.
SemEval-2022 task 6: iSarcasmEval, intended sarcasm detection in English and Arabic
Farha, I. A.; Oprea, S.; Wilson, S.; and Magdy, W. 2022 · 2022
Cited alongside, same era.
MPI: Evaluating and Inducing Personality in Pre-trained Language Models
Jiang, G.; Xu, M.; Zhu, S.; Han, W.; Zhang, C.; and Zhu, Y. 2022 · 2022
Cited alongside, same era.
Large Language Models are Zero-Shot Reasoners
Kojima, T.; Gu, S. S.; Reid, M.; Matsuo, Y.; and Iwasawa, Y. 2022 · 2022
Cited alongside, same era.
Kosinski, M. 2023 · 2023
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I am PsyAM: Modeling Happiness with Cognitive Appraisal Dimensions
Liu, X.; and Jaidka, K. 2023 · 2023
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Lu, Y.; Yu, J.; and Huang, S. S. 2023 · 2023
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New trends in machine translation using large language models: Case examples with chatgpt
Lyu, C.; Xu, J.; and Wang, L. 2023 · 2023
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ToMChallenges: A Principle-Guided Dataset and Diverse Evaluation Tasks for Exploring Theory of Mind
Ma, X.; Gao, L.; and Xu, Q. 2023 · 2023
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Personality Traits in Large Language Models
Safdari, M.; Serapio-García, G.; Crepy, C.; Fitz, S.; Romero, P.; Sun, L.; Abdulhai, M.; Faust, A.; and Mataric, M. J. 2023 · 2023
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Sclar, M.; Choi, Y.; Tsvetkov, Y.; and Suhr, A. 2023 · 2023
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How Well Do Large Language Models Perform on Faux Pas Tests?
Shapira, N.; Zwirn, G.; and Goldberg, Y. 2023 · 2023
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Llama 2: Open Foundation and Fine-Tuned Chat Models
Touvron, H.; Martin, L.; Stone, K.; Albert, P.; Almahairi, A.; Babaei, Y.; Bashlykov, N.; Batra, S.; Bhargava, P.; Bhosale, S.; Bikel, D.; Blecher, L.; Canton-Ferrer, C.; Chen, M.; Cucurull, G.; Esiobu, D.; Fernandes, J.; Fu, J.; Fu, W.; Fuller, B.; Gao, C.; Goswami, V.; Goyal, N.; Hartshorn, A.; Hosseini, S.; Hou, R.; Inan, H.; Kardas, M.; Kerkez, V.; Khabsa, M.; Kloumann, I.; Korenev, A.; Koura, P. S.; Lachaux, M.; Lavril, T.; Lee, J.; Liskovich, D.; Lu, Y.; Mao, Y.; Martinet, X.; Mihaylov, T.; Mishra, P.; Molybog, I.; Nie, Y.; Poulton, A.; Reizenstein, J.; Rungta, R.; Saladi, K.; Schelten, A.; Silva, R.; Smith, E. M.; Subramanian, R.; Tan, X. E.; Tang, B.; Taylor, R.; Williams, A.; Kuan, J. X.; Xu, P.; Yan, Z.; Zarov, I.; Zhang, Y.; Fan, A.; Kambadur, M.; Narang, S.; Rodriguez, A.; Stojnic, R.; Edunov, S.; and Scialom, T. 2023 · 2023
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Zephyr: Direct Distillation of LM Alignment
Tunstall, L.; Beeching, E.; Lambert, N.; Rajani, N.; Rasul, K.; Belkada, Y.; Huang, S.; von Werra, L.; Fourrier, C.; Habib, N.; Sarrazin, N.; Sanseviero, O.; Rush, A. M.; and Wolf, T. 2023 · 2023
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Wu, X.; Yao, W.; Chen, J.; Pan, X.; Wang, X.; Liu, N.; and Yu, D. 2023 · 2023
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Findings of wassa 2024 shared task on empathy and personality detection in interactions
Giorgi, S.; Sedoc, J.; Barriere, V.; and Tafreshi, S. 2024 · 2024
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Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs
Gupta, S.; Shrivastava, V.; Deshpande, A.; Kalyan, A.; Clark, P.; Sabharwal, A.; and Khot, T. 2024 · 2024
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GPT is an effective tool for multilingual psychological text analysis
Rathje, S.; Mirea, D.-M.; Sucholutsky, I.; Marjieh, R.; Robertson, C. E.; and Van Bavel, J. J. 2024 · 2024
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