AmazonScience/document-haystack
Document Haystack Dataset This repository contains the dataset for the paper “Document Haystack: A Long Context Multimodal Image/Document Understanding Vision LLM Benchmark”. 📑 Abstract Paper The proliferation of multimodal Large Language Models has significantly advanced the ability to analyze and understand complex data inputs from different modalities. However, the processing of long documents remains under-explored, largely due to a lack of suitable… See the full description on the dataset page: https://huggingface.co/datasets/AmazonScience/document-haystack.
2090k
1The following table summarizes our ACL related to loans:2Table 24: Allowance for Credit Losses by Loan Class (a)3December 31, 2023 December 31, 20224Dollars in millions5Allowance 6Amount Total Loans7% of Total 8Loans9Allowance 10Amount Total Loans11% of Total 12Loans13Allowance for loans and lease losses14Commercial15Commercial and industrial $ 1,806 $ 177,580 1.02 % $ 1,957 $ 182,219 1.07 %16Commercial real estate 1,371 35,436 3.87 % 1,047 36,316 2.88 %17Equipment lease financing 82 6,542 1.25 % 110 6,514 1.69 %18Total commercial 3,259 219,558 1.48 % 3,114 225,049 1.38 %19Consumer20Residential real estate 61 47,544 0.13 % 92 45,889 0.20 %21Home equity 276 26,150 1.06 % 274 25,983 1.05 %22Automobile 173 14,860 1.16 % 226 14,836 1.52 %23Credit card 766 7,180 10.67 % 748 7,069 10.58 %24Education 56 1,945 2.88 % 63 2,173 2.90 %25Other consumer 200 4,271 4.68 % 224 5,026 4.46 %26Total consumer 1,532 101,950 1.50 % 1,627 100,976 1.61 %27Total $ 4,791 $ 321,508 1.49 % $ 4,741 $ 326,025 1.45 %28Allowance for unfunded lending related commitments 663 694 29Allowance for credit losses $ 5,454 $ 5,435 30Allowance for credit losses to total loans 1.70 % 1.67 %31Commercial 1.73 % 1.66 %32Consumer 1.62 % 1.69 %33(a) Excludes allowances for investment securities and other financial assets, which together totaled $ 120 million and $176 million at December 31, 2023 and 2022, respectively.34 3568 The PNC Financial Services Group, Inc. – 2023 Form 10-K