Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource FIN2SUM: Advancing AI-Driven Financial Text Summarization with LLMs Subject The topic of the resource 10-K Reports Summarization; AI in Financial Analysis; AI-Driven Decision Making; BERT and ROUGE Metrics; FIN2SUM Framework; Financial Data Processing; Financial Reporting Automation; Financial Text Summarization; Large Language Models (LLMs); LLAMA-2 and Financial Data; Semantic Similarity Analysis Description An account of the resource In the modern financial sector, the rapid digitalization of financial reports necessitates efficient and reliable text summarization tools. This research introduces FIN2SUM, a novel framework designed for summarizing the managerial analysis and discussion sections of 10-K reports from top NASDAQ-listed companies. The study aims to evaluate Large Language Models (LLMs) in financial text summarization, highlighting LLAMA-2's adeptness in processing complex financial information, thus making FIN2SUM a vital tool for analysts and decision-makers. The methodology includes a thorough evaluation of three state-of-the-art LLMs - LLAMA-2, FLAN, and Claude 2 - using BERT and ROUGE scores. The research concludes that FIN2SUM, enhanced by LLAMA-2, significantly advances AI-driven financial text summarization. 2024 IEEE. Creator An entity primarily responsible for making the resource Wilson E.; Saxena A.; Mahajan J.; Panikulangara L.; Kulkarni S.; Jain P. Source A related resource from which the described resource is derived TQCEBT 2024 - 2nd IEEE International Conference on Trends in Quantum Computing and Emerging Business Technologies 2024 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/TQCEBT59414.2024.10545078" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/TQCEBT59414.2024.10545078</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204440160&amp;doi=10.1109%2FTQCEBT59414.2024.10545078&amp;partnerID=40&amp;md5=f7bdb4c23c107b234716032698ba7576" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204440160&amp;doi=10.1109%2fTQCEBT59414.2024.10545078&amp;partnerID=40&amp;md5=f7bdb4c23c107b234716032698ba7576</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038427-7 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Wilson E., Christ University, Bengaluru, India; Saxena A., Christ University, Bengaluru, India; Mahajan J., Christ University, Bengaluru, India; Panikulangara L., Synechron, India; Kulkarni S., Ibm, India; Jain P., Christ University, Bengaluru, India