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"paper_id": "2022",
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"abstract": "The application of artificial intelligence (AI) for text generation in creative domains raises questions regarding the credibility of AI-generated content. In two studies, we explored if readers can differentiate between AI-based and human-written texts (generated based on the first line of texts and poems of classic authors) and how the stylistic qualities of these texts are rated. Participants read 9 AI-based continuations and either 9 human-written continuations (Study 1, N=120) or 9 original continuations (Study 2, N=302). Participants' task was to decide whether a continuation was written with an AI-tool or not, to indicate their confidence in each decision, and to assess the stylistic text quality. Results showed that participants generally had low accuracy for differentiating between text types but were overconfident in their decisions. Regarding the assessment of stylistic quality, AIcontinuations were perceived as less wellwritten, inspiring, fascinating, interesting, and aesthetic than both human-written and original continuations.",
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"text": "The application of artificial intelligence (AI) for text generation in creative domains raises questions regarding the credibility of AI-generated content. In two studies, we explored if readers can differentiate between AI-based and human-written texts (generated based on the first line of texts and poems of classic authors) and how the stylistic qualities of these texts are rated. Participants read 9 AI-based continuations and either 9 human-written continuations (Study 1, N=120) or 9 original continuations (Study 2, N=302). Participants' task was to decide whether a continuation was written with an AI-tool or not, to indicate their confidence in each decision, and to assess the stylistic text quality. Results showed that participants generally had low accuracy for differentiating between text types but were overconfident in their decisions. Regarding the assessment of stylistic quality, AIcontinuations were perceived as less wellwritten, inspiring, fascinating, interesting, and aesthetic than both human-written and original continuations.",
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"text": "Artificial intelligence (AI) is increasingly used to provide support in creative domains such as the * this paper was published previously by Proceedings of CogSci 2022 (44st Annual Meeting of the Cognitive Science Society) composition of emotional film trailers (Smith et al., 2017) or the ideation in fashion design (Jeon et al., 2021) . As part of this trend, advanced tools for human-AI co-creative processes have been developed in recent years. For instance, in a visual arts context, an empathic AI-tool has been developed that provides help in portrait drawing by means of embodied conversational interaction (Yal\u00e7\u0131n, Abukhodair & DiPaola, 2020) . Another example from the field of music composition is an AI-tool enabling computational melodic harmonization (CHAMELEON) that has been developed by Zacharakis et al. (2021) . When evaluating this tool with experienced and inexperienced music composers engaging in human-AI co-creative processes it turned out that this tool was particularly helpful for less experienced students to better express their ideas.",
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"text": "(Smith et al., 2017)",
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"text": "(Jeon et al., 2021)",
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"text": "(Yal\u00e7\u0131n, Abukhodair & DiPaola, 2020)",
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"text": "Zacharakis et al. (2021)",
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"section": "Introduction",
"sec_num": "1"
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"text": "In this paper we will focus on using AI-tools in an even more complex creative domain then music, namely the production of literary texts such as short stories or poems. This domain can be seen as providing harder challenges than music composition or drawing due to the complexity of its underlying semantic structure and the embodied grounding of the symbols used to express it (cf. Barsalou, 1999 Barsalou, , 2008 Fischer & Zwaan, 2008; Lakoff & Johnson, 1980 , 1999 Scherer & Wallbott, 1994) .",
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"text": "Barsalou, 1999",
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"text": "Barsalou, , 2008",
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"text": "Fischer & Zwaan, 2008;",
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"text": "Lakoff & Johnson, 1980",
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"text": ", 1999",
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"text": "Scherer & Wallbott, 1994)",
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"section": "Introduction",
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"text": "Tool as Compared to Texts Written by Human Authors? * Vivian Emily Gunser 1 , Steffen Gottschling 1 , Birgit Brucker 1 , Sandra Richter 2 , D\u00eelan Canan \u00c7akir 2 , and Peter Gerjets 1 1 Leibniz-Institut fuer Wissensmedien, Schleichstr. 6, 72076 Tuebingen, Germany {v.gunser, s.gottschling, b.brucker, p .gerjets}@iwm-tuebingen.de 2 Deutsches Literaturarchiv Marbach, Schillerhoehe 8-10, 71672 Marbach am Neckar, Germany {sandra.richter, dilan.cakir,}@dla-marbach.de",
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"section": "The Pure Poet: How Good is the Subjective Credibility and Stylistic Quality of Literary Short Texts Written with an Artificial Intelligence",
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"BIBREF0": {
"ref_id": "b0",
"title": "Perceptual symbol systems",
"authors": [
{
"first": "L",
"middle": [
"W"
],
"last": "Barsalou",
"suffix": ""
}
],
"year": 1999,
"venue": "Behavioral and Brain Sciences",
"volume": "22",
"issue": "04",
"pages": "577--660",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Barsalou, L. W. (1999). Perceptual symbol systems. Behavioral and Brain Sciences, 22 (04), 577-660.",
"links": null
},
"BIBREF1": {
"ref_id": "b1",
"title": "Artificial intelligence and literary creativity: Inside the mind of brutus, a storytelling machine",
"authors": [
{
"first": "L",
"middle": [
"W"
],
"last": "Barsalou",
"suffix": ""
},
{
"first": "S",
"middle": [],
"last": "Bringsjord",
"suffix": ""
},
{
"first": "D",
"middle": [],
"last": "Ferrucci",
"suffix": ""
}
],
"year": 1999,
"venue": "Annual Review of Psychology",
"volume": "59",
"issue": "",
"pages": "617--645",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Barsalou, L. W. (2008). Grounded cognition. Annual Review of Psychology, 59, 617-645.Bringsjord, S., & Ferrucci, D. (1999). Artificial intelligence and literary creativity: Inside the mind of brutus, a storytelling machine. Mahwah, NJ: Lawrence Erlbaum Associates.",
"links": null
},
"BIBREF2": {
"ref_id": "b2",
"title": "Embodied language: A review of the role of the motor system in language comprehension",
"authors": [
{
"first": "M",
"middle": [
"H"
],
"last": "Fischer",
"suffix": ""
},
{
"first": "R",
"middle": [
"A"
],
"last": "Zwaan",
"suffix": ""
}
],
"year": 2008,
"venue": "Quarterly journal of experimental psychology",
"volume": "",
"issue": "6",
"pages": "825--850",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Fischer, M. H., & Zwaan, R. A. (2008). Embodied language: A review of the role of the motor system in language comprehension. Quarterly journal of experimental psychology, 61(6), 825-850.",
"links": null
},
"BIBREF3": {
"ref_id": "b3",
"title": "FashionQ: An AI-Driven Creativity Support Tool for Facilitating Ideation in Fashion Design",
"authors": [
{
"first": "Y",
"middle": [],
"last": "Jeon",
"suffix": ""
},
{
"first": "S",
"middle": [],
"last": "Jin",
"suffix": ""
},
{
"first": "P",
"middle": [
"C"
],
"last": "Shih",
"suffix": ""
},
{
"first": "K",
"middle": [],
"last": "Han",
"suffix": ""
}
],
"year": 2021,
"venue": "Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems",
"volume": "",
"issue": "",
"pages": "1--18",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Jeon, Y., Jin, S., Shih, P. C., & Han, K. (2021, May). FashionQ: An AI-Driven Creativity Support Tool for Facilitating Ideation in Fashion Design. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (pp. 1-18). New York, NY: Association for Computing Machinery.",
"links": null
},
"BIBREF4": {
"ref_id": "b4",
"title": "Metaphors we live by",
"authors": [
{
"first": "G",
"middle": [],
"last": "Lakoff",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Johnson",
"suffix": ""
}
],
"year": 1980,
"venue": "",
"volume": "",
"issue": "",
"pages": "",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Lakoff, G. & Johnson, M. (1980). Metaphors we live by. Chicago. The University of Chicago Press.",
"links": null
},
"BIBREF5": {
"ref_id": "b5",
"title": "Philosophy in the flesh: The embodied mind and its challenge to western thought",
"authors": [
{
"first": "G",
"middle": [],
"last": "Lakoff",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Johnson",
"suffix": ""
}
],
"year": 1999,
"venue": "",
"volume": "",
"issue": "",
"pages": "",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Lakoff, G. & Johnson, M. (1999). Philosophy in the flesh: The embodied mind and its challenge to western thought. New York: Basic Books.",
"links": null
},
"BIBREF6": {
"ref_id": "b6",
"title": "Evidence for universality and cultural variation of differential emotion response patterning",
"authors": [
{
"first": "K",
"middle": [
"R"
],
"last": "Scherer",
"suffix": ""
},
{
"first": "G",
"middle": [
"H"
],
"last": "Wallbott",
"suffix": ""
}
],
"year": 1994,
"venue": "Journal of Personality and Social Psychology",
"volume": "66",
"issue": "",
"pages": "",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Scherer, K. R. & Wallbott, G. H. (1994). Evidence for universality and cultural variation of differential emotion response patterning. Journal of Personality and Social Psychology, 66, 310.",
"links": null
},
"BIBREF7": {
"ref_id": "b7",
"title": "Harnessing AI for augmenting creativity: Application to movie trailer creation",
"authors": [
{
"first": "J",
"middle": [
"R"
],
"last": "Smith",
"suffix": ""
},
{
"first": "D",
"middle": [],
"last": "Joshi",
"suffix": ""
},
{
"first": "B",
"middle": [],
"last": "Huet",
"suffix": ""
},
{
"first": "W",
"middle": [],
"last": "Hsu",
"suffix": ""
},
{
"first": "J",
"middle": [],
"last": "Cota",
"suffix": ""
}
],
"year": 2017,
"venue": "Proceedings of the 25th ACM international conference on Multimedia",
"volume": "",
"issue": "",
"pages": "1799--1808",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Smith, J. R., Joshi, D., Huet, B., Hsu, W., & Cota, J. (2017). Harnessing AI for augmenting creativity: Application to movie trailer creation. Proceedings of the 25th ACM international conference on Multimedia (pp. 1799-1808). New York, NY: Association for Computing Machinery.",
"links": null
},
"BIBREF9": {
"ref_id": "b9",
"title": "A Computational Creativity System with Embodied Conversational Interaction",
"authors": [
{
"first": "A",
"middle": [
"I"
],
"last": "Empathic",
"suffix": ""
},
{
"first": "",
"middle": [],
"last": "Painter",
"suffix": ""
}
],
"year": null,
"venue": "Proceedings of the NeurIPS 2019 Competition and Demonstration Track",
"volume": "123",
"issue": "",
"pages": "131--141",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Empathic AI Painter: A Computational Creativity System with Embodied Conversational Interaction. Proceedings of the NeurIPS 2019 Competition and Demonstration Track, Vancouver: CA, 123 (pp. 131-141).",
"links": null
},
"BIBREF10": {
"ref_id": "b10",
"title": "Evaluating Human-Computer Co-creative Processes in Music: A Case Study on the CHAMELEON Melodic Harmonizer",
"authors": [
{
"first": "A",
"middle": [],
"last": "Zacharakis",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Kaliakatsos-Papakostas",
"suffix": ""
},
{
"first": "S",
"middle": [],
"last": "Kalaitzidou",
"suffix": ""
},
{
"first": "E",
"middle": [],
"last": "Cambouropoulos",
"suffix": ""
}
],
"year": 2021,
"venue": "Frontiers in Psychology",
"volume": "12",
"issue": "",
"pages": "1--16",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Zacharakis, A., Kaliakatsos-Papakostas, M., Kalaitzidou, S., & Cambouropoulos, E. (2021). Evaluating Human-Computer Co-creative Processes in Music: A Case Study on the CHAMELEON Melodic Harmonizer. Frontiers in Psychology, 12, 1-16.",
"links": null
}
},
"ref_entries": {}
}
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