@InProceedings{Ali2025_1234,
<br/>   author = {Md Monsur Ali and Abdullah Al Foysal and Siddarth Venkateswaran and Ronald Böck},
<br/>   booktitle = {Studientexte zur Sprachkommunikation: Elektronische Sprachsignalverarbeitung 2025},
<br/>   title = {Structured review on rag- and multi-agent frameworks: application-based assessment},
<br/>   year = {2025},
<br/>   editor = {Sven Grawunder},
<br/>   month = mar,
<br/>   pages = {43--50},
<br/>   publisher = {TUDpress, Dresden},
<br/>   abstract  = {Multi-Agent Frameworks, Agentic Systems, and related approaches are
currently emerging, also in terms of applications. They are mainly based on Large
Language Models, especially in terms of conversational agents. In Part I of our
contribution, we considered Multi-Agent Frameworks in a theoretical way and
provided an overview of state-of-the-art methods. In addition, the current paper
presents an application-based assessment of multiple frameworks, covering a wide
range of characteristics. As we were interested in the capability, scalability, and
complexity of such frameworks in real-world settings, we applied the GenieReader,
a tool being designed to address management and extraction of information from
complex documents, as application. The frameworks were integrated into the current workflow and tested on data taken from the insurance domain. As a baseline,
we used the GenieReader with a Vanilla RAG setting. Finally, we derived multiple
hands-on take home messages for the use of Multi-Agent Frameworks.},
<br/>   isbn = {978-3-95908-803-9},
<br/>   issn = {0940-6832},
<br/>   keywords = {Computational linguistics and LLM-related systems},
<br/>   url = {https://www.essv.de/pdf/2025_43_50.pdf},
<br/>}