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
1CONSOLIDATED BALANCE SHEET REVIEW2The summarized balance sheet data in Table 7 is based upon our Consolidated Balance Sheet in Item 8 of this Report. For additional 3detail of the comparison of 2022 over 2021, see the Consolidated Balance Sheet Review section in our 2022 Form 10-K.4Table 7: Summarized Balance Sheet Data 5 December 31 December 31 Change6Dollars in millions 2023 2022 $ %7Assets 8Interest-earning deposits with banks $ 43,804 $ 27,320 $ 16,484 60 %9Loans held for sale 734 1,010 (276) (27) %10Investment securities 132,569 139,334 (6,765) (5) %11Loans 321,508 326,025 (4,517) (1) %12Allowance for loan and lease losses (4,791) (4,741) (50) (1) %13Mortgage servicing rights 3,686 3,423 263 8 %14Goodwill 10,932 10,987 (55) (1) %15Other 53,138 53,905 (767) (1) %16Total assets $ 561,580 $ 557,263 $ 4,317 1 %17Liabilities18Deposits $ 421,418 $ 436,282 $ (14,864) (3) %19Borrowed funds 72,737 58,713 14,024 24 %20Allowance for unfunded lending related commitments 663 694 (31) (4) %21Other 15,621 15,762 (141) (1) %22Total liabilities 510,439 511,451 (1,012) — 23Equity24Total shareholders’ equity 51,105 45,774 5,331 12 %25Noncontrolling interests 36 38 (2) (5) %26Total equity 51,141 45,812 5,329 12 %27Total liabilities and equity $ 561,580 $ 557,263 $ 4,317 1 %28Our balance sheet was strong and well-positioned at December 31, 2023. In comparison to December 31, 2022:29• Total assets increased modestly due to higher balances held with the Federal Reserve Bank, partially offset by lower securities 30and loan balances.31• Total liabilities were largely stable and included lower deposits, mostly offset by higher borrowed funds.32• Total equity increased due to the benefit of net income, an improvement in AOCI and net preferred stock issuances, partially 33offset by dividends paid and common share repurchases.34The ACL related to loans totaled $5.5 billion at December 31, 2023, and was relatively stable in comparison to reserves at December 3531, 2022. The slight increase in reserves was primarily driven by portfolio activity, including changes in credit quality related to the 36commercial real estate portfolio, partially offset by an updated economic outlook. See the following for additional information 37regarding our ACL related to loans:38• Allowance for Credit Losses in the Credit Risk Management section of this Item 7, 39• Critical Accounting Estimates and Judgments section of this Item 7, and40• Note 1 Accounting Policies and Note 3 Loans and Related Allowance for Credit Losses.41The following discussion provides additional information about the major components of our balance sheet. Information regarding our 42capital and regulatory compliance is included in the Liquidity and Capital Management portion of the Risk Management section of 43this Item 7 and in Note 19 Regulatory Matters.44 45The PNC Financial Services Group, Inc. – 2023 Form 10-K 45