Appraisal Analysis and AI Chatbots: Do We Even Need Humans?
Artificial intelligence (AI) is rapidly transforming various fields, including linguistics, by offering new tools for the analysis and generation of human language. As AI tools, particularly chatbots, have become increasingly sophisticated, questions have arisen about their capacity to replicate co...
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| Format: | Article |
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University of Ljubljana Press (Založba Univerze v Ljubljani)
2025-06-01
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| Series: | ELOPE |
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| Online Access: | https://journals.uni-lj.si/elope/article/view/21785 |
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| _version_ | 1850164347557380096 |
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| author | Agata Križan Aja Barbič |
| author_facet | Agata Križan Aja Barbič |
| author_sort | Agata Križan |
| collection | DOAJ |
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Artificial intelligence (AI) is rapidly transforming various fields, including linguistics, by offering new tools for the analysis and generation of human language. As AI tools, particularly chatbots, have become increasingly sophisticated, questions have arisen about their capacity to replicate complex human linguistic processes, such as those covered by the appraisal framework developed by Martin and White (2005). The appraisal framework examines how three main categories – attitude, graduation, and engagement – are expressed in discourse at the semantic level. This paper investigates how AI chatbots, MS Copilot, ChatGPT, and Claude approach appraisal analysis in a selected text, highlighting similarities and notable differences in comparison to human analysis. The findings, although based on analysis of a single text, provide valuable insights into the advantages and drawbacks of AI in mimicking human-like appraisal analysis, which might be beneficial when conducting appraisal research.
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| format | Article |
| id | doaj-art-40e538e8e9d84b01acbbaa25bd043f42 |
| institution | OA Journals |
| issn | 1581-8918 2386-0316 |
| language | English |
| publishDate | 2025-06-01 |
| publisher | University of Ljubljana Press (Založba Univerze v Ljubljani) |
| record_format | Article |
| series | ELOPE |
| spelling | doaj-art-40e538e8e9d84b01acbbaa25bd043f422025-08-20T02:22:01ZengUniversity of Ljubljana Press (Založba Univerze v Ljubljani)ELOPE1581-89182386-03162025-06-0122110.4312/elope.22.1.35-52Appraisal Analysis and AI Chatbots: Do We Even Need Humans?Agata Križan0Aja Barbič1University of MariborUniversity of Maribor Artificial intelligence (AI) is rapidly transforming various fields, including linguistics, by offering new tools for the analysis and generation of human language. As AI tools, particularly chatbots, have become increasingly sophisticated, questions have arisen about their capacity to replicate complex human linguistic processes, such as those covered by the appraisal framework developed by Martin and White (2005). The appraisal framework examines how three main categories – attitude, graduation, and engagement – are expressed in discourse at the semantic level. This paper investigates how AI chatbots, MS Copilot, ChatGPT, and Claude approach appraisal analysis in a selected text, highlighting similarities and notable differences in comparison to human analysis. The findings, although based on analysis of a single text, provide valuable insights into the advantages and drawbacks of AI in mimicking human-like appraisal analysis, which might be beneficial when conducting appraisal research. https://journals.uni-lj.si/elope/article/view/21785appraisalhuman and AI comparative analysisChatGPTMS CopilotClaude |
| spellingShingle | Agata Križan Aja Barbič Appraisal Analysis and AI Chatbots: Do We Even Need Humans? ELOPE appraisal human and AI comparative analysis ChatGPT MS Copilot Claude |
| title | Appraisal Analysis and AI Chatbots: Do We Even Need Humans? |
| title_full | Appraisal Analysis and AI Chatbots: Do We Even Need Humans? |
| title_fullStr | Appraisal Analysis and AI Chatbots: Do We Even Need Humans? |
| title_full_unstemmed | Appraisal Analysis and AI Chatbots: Do We Even Need Humans? |
| title_short | Appraisal Analysis and AI Chatbots: Do We Even Need Humans? |
| title_sort | appraisal analysis and ai chatbots do we even need humans |
| topic | appraisal human and AI comparative analysis ChatGPT MS Copilot Claude |
| url | https://journals.uni-lj.si/elope/article/view/21785 |
| work_keys_str_mv | AT agatakrizan appraisalanalysisandaichatbotsdoweevenneedhumans AT ajabarbic appraisalanalysisandaichatbotsdoweevenneedhumans |