IEEE_Towards_Generating_Financial_Reports.pdf (364.23 kB)
Towards Generating Financial Reports From Table Data Using Transformers
preprintposted on 2021-12-10, 13:23 authored by Clayton ChapmanClayton Chapman, Lars Hillebrand, Marc Robin Stenzel, Tobias Deusser, Christian Bauckhage, Rafet SifaRafet Sifa
Financial reports are commonplace in the business world, but are long and tedious to produce. These reports mostly consist of tables with written sections describing these tables. Automating the process of creating these reports, even partially has the potential to save a company time and resources that could be spent on more creative tasks. We implement a transformer network to solve the task of generating this text. By generating matching pairs between tables and sentences found in financial documents, we created a dataset for our transformer. We were able to achieve promising results, with the final model reaching a BLEU score of 63.3. Generated sentences are natural, grammatically correct and mostly faithful to the information found in the tables.
Email Address of Submitting AuthorRafet.Sifa@iais.fraunhofer.de
Submitting Author's InstitutionFraunhofer IAIS
Submitting Author's Country