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.
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1incurred an expense on a pre-tax basis of $515 million during the fourth quarter of 2023 representing the total estimated cost of the 2assessment.3Selected Financial Data4The following tables include selected financial data which should be reviewed in conjunction with the Consolidated Financial 5Statements and Notes included in Item 8 of this Report as well as the other disclosures in this Report concerning our historical financial 6performance, our future prospects and the risks associated with our business and financial performance.7Table 1: Summary of Operations, Per Common Share Data and Performance Ratios8 Year ended December 319Dollars in millions, except per share data 2023 2022 202110Summary of Operations11Net interest income $ 13,916 $ 13,014 $ 10,647 12Noninterest income 7,574 8,106 8,564 13Total revenue 21,490 21,120 19,211 14Provision for (recapture of) credit losses 742 477 (779) 15Noninterest expense 14,012 13,170 13,002 16Income before income taxes and noncontrolling interests 6,736 7,473 6,988 17Income taxes 1,089 1,360 1,263 18Net income $ 5,647 $ 6,113 $ 5,725 19Net income attributable to common shareholders $ 5,153 $ 5,735 $ 5,436 20Per Common Share21Diluted earnings $ 12.79 $ 13.85 $ 12.70 22Book value per common share $ 112.72 $ 99.93 $ 120.61 23Tangible book value per common share (non-GAAP) (a) $ 85.08 $ 72.12 $ 94.11 24Performance Ratios25Net interest margin (non-GAAP) (b) 2.76 % 2.65 % 2.29 %26Noninterest income to total revenue 35 % 38 % 45 %27Efficiency 65 % 62 % 68 %28Return on:29 Average common shareholders’ equity 12.35 % 13.52 % 10.78 %30 Average assets 1.01 % 1.11 % 1.09 %31(a) See explanation and reconciliation of this non-GAAP measure in the Reconciliation of Tangible Book Value Per Common Share (non-GAAP) Statistical Information 32(Unaudited) section in Item 8 of this Report.33(b) See explanation and reconciliation of this non-GAAP measure in the Average Consolidated Balance Sheet and Net Interest Analysis and Reconciliation of Taxable-34Equivalent Net Interest Income (non-GAAP) Statistical Information (Unaudited) section in Item 8 of this Report.35Table 2: Balance Sheet Highlights and Other Selected Ratios36 Year ended December 3137Dollars in millions, except as noted 2023 202238Balance Sheet Highlights39Assets $ 561,580 $ 557,263 40Loans $ 321,508 $ 326,025 41Allowance for loan and lease losses $ 4,791 $ 4,741 42Interest-earning deposits with banks $ 43,804 $ 27,320 43Investment securities $ 132,569 $ 139,334 44Total deposits $ 421,418 $ 436,282 45Borrowed funds $ 72,737 $ 58,713 46Total shareholders’ equity $ 51,105 $ 45,774 47Common shareholders’ equity $ 44,864 $ 40,028 48Other Selected Ratios49Common equity Tier 1 9.9 % 9.1 %50Dividend payout 47.8 % 41.7 %51Loans to deposits 76 % 75 %52Common shareholders’ equity to total assets 8.0 % 7.2 %53Average common shareholders’ equity to average assets 7.5 % 7.7 %54 55The PNC Financial Services Group, Inc. – 2023 Form 10-K 39