مؤتمر
Development in times of hype: How freelancers explore Generative AI?
| العنوان: | Development in times of hype: How freelancers explore Generative AI? |
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| المؤلفون: | Dolata, Mateusz, Lange, Norbert, Schwabe, Gerhard |
| المصدر: | Dolata, Mateusz; Lange, Norbert; Schwabe, Gerhard (2024). Development in times of hype: How freelancers explore Generative AI? In: ICSE '24: IEEE/ACM 46th International Conference on Software Engineering, Lisbon Portugal, 14 April 2024 - 20 April 2024. IEEE/ACM, 1-13. |
| بيانات النشر: | IEEE/ACM |
| سنة النشر: | 2024 |
| المجموعة: | University of Zurich (UZH): ZORA (Zurich Open Repository and Archive |
| مصطلحات موضوعية: | Department of Informatics, 000 Computer science, knowledge & systems, Generative AI, AI-based Systems, Challenges, Freelancers, Hype, SE for Generative AI, SE4GenAI, Hype-Induced SE, Hype-SE, Fashion, Product, Paradigm, Novelty, Qualitative Research |
| الوصف: | The rise of generative AI has led many companies to hire freelancers to harness its potential. However, this technology presents unique challenges to developers who have not previously engaged with it. Freelancers may find these challenges daunting due to the absence of organizational support and their reliance on positive client feedback. In a study involving 52 freelance developers, we identified multiple challenges associated with developing solutions based on generative AI. Freelancers often struggle with aspects they perceive as unique to generative AI such as unpredictability of its output, the occurrence of hallucinations, and the inconsistent effort required due to trial-and-error prompting cycles. Further, the limitations of specific frameworks, such as token limits and long response times, add to the complexity. Hype-related issues, such as inflated client expectations and a rapidly evolving technological ecosystem, further exacerbate the difficulties. To address these issues, we propose Software Engineering for Generative AI (SE4GenAI) and Hype-Induced Software Engineering (HypeSE) as areas where the software engineering community can provide effective guidance. This support is essential for freelancers working with generative AI and other emerging technologies. |
| نوع الوثيقة: | conference object |
| وصف الملف: | application/pdf |
| اللغة: | English |
| ردمك: | 979-84-00-70217-4 |
| العلاقة: | https://www.zora.uzh.ch/id/eprint/259211/1/ZORA_3597503_3639111.pdfTest; https://www.zora.uzh.ch/id/eprint/259211/6/PAPER_dolata_etal_ICSE_Development_Hype_Freelancers_GenAI.pdfTest; https://www.zora.uzh.ch/id/eprint/259211/8/SUPPLEMENTAL_MATERIAL_dolata_etal_ICSE_Development_Hype_Freelancers_GenAI.pdfTest; urn:isbn:9798400702174 |
| DOI: | 10.5167/uzh-259211 |
| DOI: | 10.1145/3597503.3639111 |
| الإتاحة: | https://doi.org/10.5167/uzh-259211Test https://doi.org/10.1145/3597503.3639111Test https://www.zora.uzh.ch/id/eprint/259211Test/ https://www.zora.uzh.ch/id/eprint/259211/1/ZORA_3597503_3639111.pdfTest https://www.zora.uzh.ch/id/eprint/259211/6/PAPER_dolata_etal_ICSE_Development_Hype_Freelancers_GenAI.pdfTest https://www.zora.uzh.ch/id/eprint/259211/8/SUPPLEMENTAL_MATERIAL_dolata_etal_ICSE_Development_Hype_Freelancers_GenAI.pdfTest |
| حقوق: | info:eu-repo/semantics/openAccess ; Creative Commons: Attribution 4.0 International (CC BY 4.0) ; http://creativecommons.org/licenses/by/4.0Test/ |
| رقم الانضمام: | edsbas.A43DD3F9 |
| قاعدة البيانات: | BASE |
| ردمك: | 9798400702174 |
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| DOI: | 10.5167/uzh-259211 |