{"id":32982,"date":"2026-01-21T17:03:00","date_gmt":"2026-01-21T17:03:00","guid":{"rendered":"https:\/\/lamarr-institute.org\/publication\/towards-automating-numerical-consistency-checks-in-financial-reports\/"},"modified":"2026-09-17T11:27:10","modified_gmt":"2026-09-17T11:27:10","slug":"towards-automating-numerical-consistency-checks-in-financial-reports","status":"publish","type":"publication","link":"https:\/\/lamarr-institute.org\/de\/publication\/towards-automating-numerical-consistency-checks-in-financial-reports\/","title":{"rendered":"Towards automating Numerical Consistency Checks in Financial Reports"},"content":{"rendered":"<p>We introduce KPI-Check, a novel system that automatically identifies and cross-checks semantically equivalent key performance indicators (KPIs), e.g. &#8222;revenue&#8220; or &#8222;total costs&#8220;, in real-world German financial reports. It combines a financial named entity and relation extraction module with a BERT-based filtering and text pair classification component to extract KPIs from unstructured sentences before linking them to synonymous occurrences in the balance sheet and profit \\&#038; loss statement. The tool achieves a high matching performance of 73.00\\% micro F1 on a hold out test set and is currently being deployed for a globally operating major auditing firm to assist the auditing procedure of financial statements.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We introduce KPI-Check, a novel system that automatically identifies and cross-checks semantically equivalent key performance indicators (KPIs), e.g. &#8222;revenue&#8220; or &#8222;total costs&#8220;, in real-world German financial reports. It combines a financial named entity and relation extraction module with a BERT-based filtering and text pair classification component to extract KPIs from unstructured sentences before linking them to synonymous occurrences in the balance sheet and profit \\&#038; loss statement. The tool achieves [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"publication-type":[32],"class_list":["post-32982","publication","type-publication","status-publish","hentry","publication-type-inproceedings"],"acf":[],"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/publication\/32982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/publication"}],"about":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/types\/publication"}],"author":[{"embeddable":true,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/users\/14"}],"version-history":[{"count":0,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/publication\/32982\/revisions"}],"wp:attachment":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/media?parent=32982"}],"wp:term":[{"taxonomy":"publication-type","embeddable":true,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/publication-type?post=32982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}