Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models
Culinary heritage is central to preserving cultural identity. The present study analyses the content of culinary notebooks from 1946 and 1947 using large language models (LLMs) and a dedicated AI plugin, Linguistic Insight (LI-AI). The general goal was to analyse content in Granny Josie’s Notebooks...
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MDPI AG
2025-05-01
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| Series: | Heritage |
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| Online Access: | https://www.mdpi.com/2571-9408/8/5/159 |
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| author | Karol Król |
| author_facet | Karol Król |
| author_sort | Karol Król |
| collection | DOAJ |
| description | Culinary heritage is central to preserving cultural identity. The present study analyses the content of culinary notebooks from 1946 and 1947 using large language models (LLMs) and a dedicated AI plugin, Linguistic Insight (LI-AI). The general goal was to analyse content in Granny Josie’s Notebooks (the BaJa corpus) with AI tools. The specific objective was to create and test a dedicated analytical tool, an LI-AI ChatGPT plugin for the in-depth analysis of the BaJa corpus, focusing on ingredients, techniques, and recipes. LI-AI identified keywords and main themes in the large textual dataset. It then visualised them as word clouds. Compared to manual tools, LI-AI’s semantic analysis was more precise and comprehensive. This study contributes to the analysis of historical culinary practices in post-war Poland, revealing that cooking had not only a pragmatic role but also a symbolic one as it supported social and family bonds. This finding was not evident in the word clouds. Instead, it emerged from an in-depth semantic analysis. This study has confirmed the practical value of LLMs in historical text interpretation. It also established that the parallel use of AI and manual tools is advisable for a fuller analysis of textual data. |
| format | Article |
| id | doaj-art-26e8a24a71a5459da1a5c06a49a6e3d3 |
| institution | OA Journals |
| issn | 2571-9408 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Heritage |
| spelling | doaj-art-26e8a24a71a5459da1a5c06a49a6e3d32025-08-20T02:33:44ZengMDPI AGHeritage2571-94082025-05-018515910.3390/heritage8050159Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language ModelsKarol Król0Department of Land Management and Landscape Architecture, Faculty of Environmental Engineering and Land Surveying, University of Agriculture in Krakow, Balicka 253c, 30-198 Krakow, PolandCulinary heritage is central to preserving cultural identity. The present study analyses the content of culinary notebooks from 1946 and 1947 using large language models (LLMs) and a dedicated AI plugin, Linguistic Insight (LI-AI). The general goal was to analyse content in Granny Josie’s Notebooks (the BaJa corpus) with AI tools. The specific objective was to create and test a dedicated analytical tool, an LI-AI ChatGPT plugin for the in-depth analysis of the BaJa corpus, focusing on ingredients, techniques, and recipes. LI-AI identified keywords and main themes in the large textual dataset. It then visualised them as word clouds. Compared to manual tools, LI-AI’s semantic analysis was more precise and comprehensive. This study contributes to the analysis of historical culinary practices in post-war Poland, revealing that cooking had not only a pragmatic role but also a symbolic one as it supported social and family bonds. This finding was not evident in the word clouds. Instead, it emerged from an in-depth semantic analysis. This study has confirmed the practical value of LLMs in historical text interpretation. It also established that the parallel use of AI and manual tools is advisable for a fuller analysis of textual data.https://www.mdpi.com/2571-9408/8/5/159culinary heritagelinguistic analysiscorpusLLMChatGPTLLM-based AI plugins |
| spellingShingle | Karol Król Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models Heritage culinary heritage linguistic analysis corpus LLM ChatGPT LLM-based AI plugins |
| title | Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models |
| title_full | Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models |
| title_fullStr | Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models |
| title_full_unstemmed | Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models |
| title_short | Mapping Keywords in Granny Josie’s Culinary Heritage Using Large Language Models |
| title_sort | mapping keywords in granny josie s culinary heritage using large language models |
| topic | culinary heritage linguistic analysis corpus LLM ChatGPT LLM-based AI plugins |
| url | https://www.mdpi.com/2571-9408/8/5/159 |
| work_keys_str_mv | AT karolkrol mappingkeywordsingrannyjosiesculinaryheritageusinglargelanguagemodels |