[{"title":"Potentials of Large Language Models for Generating Assembly Instructions","intvolume":"        78","author":[{"id":"70963","last_name":"Meyer","full_name":"Meyer, Frederic","first_name":"Frederic"},{"first_name":"Lennart","full_name":"Freitag, Lennart","last_name":"Freitag","id":"73431"},{"first_name":"Sven","full_name":"Hinrichsen, Sven","last_name":"Hinrichsen","id":"49010"},{"first_name":"Oliver","full_name":"Niggemann, Oliver","last_name":"Niggemann","id":"10876"}],"publication_identifier":{"isbn":["979-8-3503-6123-0"],"eisbn":["979-8-3503-6122-3"]},"place":"Piscataway, NJ","citation":{"apa":"Meyer, F., Freitag, L., Hinrichsen, S., &#38; Niggemann, O. (2024). Potentials of Large Language Models for Generating Assembly Instructions. In IEEE (Ed.), <i>2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)</i> (Vol. 78). IEEE. <a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>","mla":"Meyer, Frederic, et al. “Potentials of Large Language Models for Generating Assembly Instructions.” <i>2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, edited by IEEE, vol. 78, IEEE, 2024, <a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>.","short":"F. Meyer, L. Freitag, S. Hinrichsen, O. Niggemann, Potentials of Large Language Models for Generating Assembly Instructions, IEEE, Piscataway, NJ, 2024.","chicago-de":"Meyer, Frederic, Lennart Freitag, Sven Hinrichsen und Oliver Niggemann. 2024. <i>Potentials of Large Language Models for Generating Assembly Instructions</i>. Hg. von IEEE. <i>2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. Bd. 78. Piscataway, NJ: IEEE. doi:<a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>, .","ufg":"<b>Meyer, Frederic u. a.</b>: Potentials of Large Language Models for Generating Assembly Instructions, Bd. 78, hg. von IEEE, Piscataway, NJ 2024.","havard":"F. Meyer, L. Freitag, S. Hinrichsen, O. Niggemann, Potentials of Large Language Models for Generating Assembly Instructions, IEEE, Piscataway, NJ, 2024.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Meyer, Frederic</span> ; <span style=\"font-variant:small-caps;\">Freitag, Lennart</span> ; <span style=\"font-variant:small-caps;\">Hinrichsen, Sven</span> ; <span style=\"font-variant:small-caps;\">Niggemann, Oliver</span> ; <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>Potentials of Large Language Models for Generating Assembly Instructions</i>. Bd. 78. Piscataway, NJ : IEEE, 2024","bjps":"<b>Meyer F <i>et al.</i></b> (2024) <i>Potentials of Large Language Models for Generating Assembly Instructions</i>, IEEE (ed.). Piscataway, NJ: IEEE.","chicago":"Meyer, Frederic, Lennart Freitag, Sven Hinrichsen, and Oliver Niggemann. <i>Potentials of Large Language Models for Generating Assembly Instructions</i>. Edited by IEEE. <i>2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. Vol. 78. Piscataway, NJ: IEEE, 2024. <a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>.","ieee":"F. Meyer, L. Freitag, S. Hinrichsen, and O. Niggemann, <i>Potentials of Large Language Models for Generating Assembly Instructions</i>, vol. 78. Piscataway, NJ: IEEE, 2024. doi: <a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>.","ama":"Meyer F, Freitag L, Hinrichsen S, Niggemann O. <i>Potentials of Large Language Models for Generating Assembly Instructions</i>. Vol 78. (IEEE, ed.). IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/ETFA61755.2024.10710806\">https://doi.org/10.1109/ETFA61755.2024.10710806</a>","van":"Meyer F, Freitag L, Hinrichsen S, Niggemann O. Potentials of Large Language Models for Generating Assembly Instructions. IEEE, editor. Vol. 78, 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA). Piscataway, NJ: IEEE; 2024."},"language":[{"iso":"eng"}],"date_created":"2024-04-12T07:06:41Z","volume":78,"publication_status":"published","_id":"11330","publication":"2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)","date_updated":"2024-10-22T07:28:35Z","doi":"https://doi.org/10.1109/ETFA61755.2024.10710806","quality_controlled":"1","type":"conference_editor_article","publisher":"IEEE","keyword":["assembly instruction","GPT","large language model","LLM","prompt"],"abstract":[{"text":"With the increasing complexity in manual assembly and a demographic decline in skilled workforce, the importance of well-documented processes through assembly instructions has grown. Creating these instructions is a time-consuming and knowledge-intensive task that typically relies on experienced employees. Although various automation solutions have been proposed to assist in generating assembly instructions, they often fall short in providing detailed textual guidance. With the rise of generative artificial intelligence (AI), new potentials arise in this domain. Therefore, this paper explores these potentials by employing various large language models (LLMs), prompting techniques and input data in an experimental setup for generating detailed assembly instructions, including the planning of assembly sequences as well as textual guidance on tools, assembly activities, and quality assurance measures. The findings reveal promising opportunities in leveraging LLMs but also substantial challenges, particularly in assembly sequence planning. To improve the reliability of generating assembly instructions, we propose a multi-agent concept that decomposes the complex task into simpler subtasks, each managed by specialized agents.","lang":"eng"}],"conference":{"location":"Padova, Italy","name":"29th International Conference on Emerging Technologies and Factory Automation (ETFA)","start_date":"2024-09-10","end_date":"2024-09-13"},"year":"2024","user_id":"83781","department":[{"_id":"DEP7020"},{"_id":"DEP1305"}],"corporate_editor":["IEEE"],"status":"public"},{"doi":"10.1145/3648188.3675124","date_updated":"2025-06-25T13:06:37Z","quality_controlled":"1","type":"conference_editor_article","publisher":"Association for Computing Machinery (ACM)","keyword":["Storytelling","Authoring","GPT","Hypercomics","Large Language Models"],"abstract":[{"lang":"eng","text":"Interactive stories can be an effective approach for teaching purposes. One shortcoming is the effort necessary to author and create these stories, especially complex storylines with choices for the readers. Based on recent advances in Natural Language Processing (NLP), new opportunities arise for assistance systems in the context of interactive stories. In our work, we present an authoring approach and prototypical tool for the creation of visual comic-strip like interactive stories, a type of hypercomics, that integrate an Artificial Intelligence (AI) assistance. Such comics are already used in our Gekonnt hanDeln web platform. The AI assistance provides suggestions for the overall story outline as well as how to design and write individual story frames. We provide a detailed description about the approach and its prototypical implementation. Furthermore, we present a study evaluating the prototype with student groups and how the prototype evolved in an iterative style based on the students’ feedback."}],"page":"88-97","conference":{"location":"Poznan, Poland","end_date":"2024-09-13","start_date":"2024-09-10","name":"35th ACM Conference on Hypertext and Social Media"},"user_id":"83781","year":"2024","department":[{"_id":"DEP8008"},{"_id":"DEP8008"}],"status":"public","main_file_link":[{"url":"https://dl.acm.org/doi/10.1145/3648188.3675124","open_access":"1"}],"title":"Authoring Educational Hypercomics assisted by Large Language Models","author":[{"full_name":"Grimm, Valentin","id":"74000","last_name":"Grimm","first_name":"Valentin"},{"first_name":"Jessica","id":"45672","last_name":"Rubart","full_name":"Rubart, Jessica"}],"publication_identifier":{"isbn":["979-8-4007-0595-3 "]},"place":"New York, USA","citation":{"havard":"V. Grimm, J. Rubart, Authoring Educational Hypercomics assisted by Large Language Models, Association for Computing Machinery (ACM), New York, USA, 2024.","chicago-de":"Grimm, Valentin und Jessica Rubart. 2024. <i>Authoring Educational Hypercomics assisted by Large Language Models</i>. <i>HT ’24: Proceedings of the 35th ACM Conference on Hypertext and Social Media</i>. New York, USA: Association for Computing Machinery (ACM). doi:<a href=\"https://doi.org/10.1145/3648188.3675124\">10.1145/3648188.3675124</a>, .","ufg":"<b>Grimm, Valentin/Rubart, Jessica</b>: Authoring Educational Hypercomics assisted by Large Language Models, New York, USA 2024.","mla":"Grimm, Valentin, and Jessica Rubart. “Authoring Educational Hypercomics Assisted by Large Language Models.” <i>HT ’24: Proceedings of the 35th ACM Conference on Hypertext and Social Media</i>, Association for Computing Machinery (ACM), 2024, pp. 88–97, <a href=\"https://doi.org/10.1145/3648188.3675124\">https://doi.org/10.1145/3648188.3675124</a>.","apa":"Grimm, V., &#38; Rubart, J. (2024). Authoring Educational Hypercomics assisted by Large Language Models. In <i>HT ’24: Proceedings of the 35th ACM Conference on Hypertext and Social Media</i> (pp. 88–97). Association for Computing Machinery (ACM). <a href=\"https://doi.org/10.1145/3648188.3675124\">https://doi.org/10.1145/3648188.3675124</a>","short":"V. Grimm, J. Rubart, Authoring Educational Hypercomics Assisted by Large Language Models, Association for Computing Machinery (ACM), New York, USA, 2024.","van":"Grimm V, Rubart J. Authoring Educational Hypercomics assisted by Large Language Models. HT ’24: Proceedings of the 35th ACM Conference on Hypertext and Social Media. New York, USA: Association for Computing Machinery (ACM); 2024.","ama":"Grimm V, Rubart J. <i>Authoring Educational Hypercomics Assisted by Large Language Models</i>. Association for Computing Machinery (ACM); 2024:88-97. doi:<a href=\"https://doi.org/10.1145/3648188.3675124\">10.1145/3648188.3675124</a>","ieee":"V. Grimm and J. Rubart, <i>Authoring Educational Hypercomics assisted by Large Language Models</i>. New York, USA: Association for Computing Machinery (ACM), 2024, pp. 88–97. doi: <a href=\"https://doi.org/10.1145/3648188.3675124\">10.1145/3648188.3675124</a>.","chicago":"Grimm, Valentin, and Jessica Rubart. <i>Authoring Educational Hypercomics Assisted by Large Language Models</i>. <i>HT ’24: Proceedings of the 35th ACM Conference on Hypertext and Social Media</i>. New York, USA: Association for Computing Machinery (ACM), 2024. <a href=\"https://doi.org/10.1145/3648188.3675124\">https://doi.org/10.1145/3648188.3675124</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Grimm, Valentin</span> ; <span style=\"font-variant:small-caps;\">Rubart, Jessica</span>: <i>Authoring Educational Hypercomics assisted by Large Language Models</i>. New York, USA : Association for Computing Machinery (ACM), 2024","bjps":"<b>Grimm V and Rubart J</b> (2024) <i>Authoring Educational Hypercomics Assisted by Large Language Models</i>. New York, USA: Association for Computing Machinery (ACM)."},"date_created":"2024-11-22T12:25:29Z","language":[{"iso":"eng"}],"publication_status":"published","_id":"12048","oa":"1","publication":"HT '24: Proceedings of the 35th ACM Conference on Hypertext and Social Media"}]