Automatic questions generation based on keywords using language models
In this paper, we presented a novel method for question generation, one of the most impactful NLP tasks in contacts of user interfaces, chatbots and intelligent assistants with a user. Our method outperforms commonly used methods in terms of quality and speed of question generation. Additionally, we...
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| Format: | Article |
| Language: | English |
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Polish Academy of Sciences
2025-07-01
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| Series: | International Journal of Electronics and Telecommunications |
| Subjects: | |
| Online Access: | https://journals.pan.pl/Content/135735/7_4987_Gniazdowski_L_sk.pdf |
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| _version_ | 1849721146150223872 |
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| author | Tomasz Gniazdowski Marek Bazan Maciej E. Marchwiany |
| author_facet | Tomasz Gniazdowski Marek Bazan Maciej E. Marchwiany |
| author_sort | Tomasz Gniazdowski |
| collection | DOAJ |
| description | In this paper, we presented a novel method for question generation, one of the most impactful NLP tasks in contacts of user interfaces, chatbots and intelligent assistants with a user. Our method outperforms commonly used methods in terms of quality and speed of question generation. Additionally, we benchmarked the most used methods of question generation that are based on the usage of Large Language Models in a fewshot approach as well as finetuned to that task. Our work is done for the Polish language, it has one of the most challenging and complex grammars, which makes the task even more difficult. |
| format | Article |
| id | doaj-art-95a6fad90a4b47a2b785cea6a05e47e4 |
| institution | DOAJ |
| issn | 2081-8491 2300-1933 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Polish Academy of Sciences |
| record_format | Article |
| series | International Journal of Electronics and Telecommunications |
| spelling | doaj-art-95a6fad90a4b47a2b785cea6a05e47e42025-08-20T03:11:46ZengPolish Academy of SciencesInternational Journal of Electronics and Telecommunications2081-84912300-19332025-07-01vol. 71No 3https://doi.org/10.24425/ijet.2025.153615Automatic questions generation based on keywords using language modelsTomasz Gniazdowski0Marek Bazan1Maciej E. Marchwiany2JT Weston sp. z o.o. Warszawa, PolandWrocaw University of Science and Technology, Faculty of Information and Communication Technology, Department of Computer Engineering, PolandJT Weston sp. z o.o. Warszawa, PolandIn this paper, we presented a novel method for question generation, one of the most impactful NLP tasks in contacts of user interfaces, chatbots and intelligent assistants with a user. Our method outperforms commonly used methods in terms of quality and speed of question generation. Additionally, we benchmarked the most used methods of question generation that are based on the usage of Large Language Models in a fewshot approach as well as finetuned to that task. Our work is done for the Polish language, it has one of the most challenging and complex grammars, which makes the task even more difficult.https://journals.pan.pl/Content/135735/7_4987_Gniazdowski_L_sk.pdfquestion generationfinetuned large language modelsgenerative aibartplt5llamabielik |
| spellingShingle | Tomasz Gniazdowski Marek Bazan Maciej E. Marchwiany Automatic questions generation based on keywords using language models International Journal of Electronics and Telecommunications question generation finetuned large language models generative ai bart plt5 llama bielik |
| title | Automatic questions generation based on keywords using language models |
| title_full | Automatic questions generation based on keywords using language models |
| title_fullStr | Automatic questions generation based on keywords using language models |
| title_full_unstemmed | Automatic questions generation based on keywords using language models |
| title_short | Automatic questions generation based on keywords using language models |
| title_sort | automatic questions generation based on keywords using language models |
| topic | question generation finetuned large language models generative ai bart plt5 llama bielik |
| url | https://journals.pan.pl/Content/135735/7_4987_Gniazdowski_L_sk.pdf |
| work_keys_str_mv | AT tomaszgniazdowski automaticquestionsgenerationbasedonkeywordsusinglanguagemodels AT marekbazan automaticquestionsgenerationbasedonkeywordsusinglanguagemodels AT maciejemarchwiany automaticquestionsgenerationbasedonkeywordsusinglanguagemodels |