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
1NON-GAAP RECONCILIATIONS 2For additional non-GAAP reconciliations, including net interest margin and tangible book value, see the Statistical Information 3(Unaudited) section in Item 8 of the accompanying 2023 Form 10-K.4Core Noninterest Expense (non-GAAP)5Efficiency Ratio — as adjusted (non-GAAP)6Adjusted Operating Leverage (non-GAAP)7 YEAR ENDED8 December 31, December 31, December 31, 12/31/23 12/31/22 9Dollars in millions 2023 2022 2021 vs 12/31/22 vs 12/31/2110Noninterest expense $ 14,012 $ 13,170 $ 13,002 6.39 % 1.29%11Less non-core noninterest expense adjustments:12 FDIC special assessments costs 51513 Workforce reduction charges 15014 Total non-core noninterest expense adjustments $ 66515Core noninterest expense (non-GAAP) $ 13,347 $ 13,170 $ 13,002 1.34 % 1.29%16Total revenue $ 21,490 $ 21,120 $ 19,211 1.75 % 9.94%17Efficiency ratio (a) 65 % 62 % 68%18Efficiency ratio — as adjusted (non-GAAP) (b) 62 % 62 % 68%19Operating leverage (c) (4.64 %) 8.65 %20Adjusted operating leverage (non-GAAP) (d) 0.41 % 8.65 %21(a) Calculated as noninterest expense divided by total revenue.22(b) Calculated as core noninterest expense divided by total revenue.23(c) Calculated as the percentage change in total revenue subtracted by the percentage change in noninterest expense.24(d) Calculated as the percentage change in total revenue subtracted by the percentage change in core noninterest expense25Core noninterest expense is a non-GAAP measure calculated based on noninterest expense less costs related to the FDIC special assessment as well as restructuring expenses 26incurred as part of the workforce reduction executed in the fourth quarter of 2023. We believe this non-GAAP measure to be a useful tool for comparison of operating expenses 27incurred during the normal course of business.28Efficiency ratio — as adjusted is a non-GAAP measure and excludes non-core noninterest expense adjustments comprised of costs related to the FDIC special assessment related 29to the closures of SVB and Signature Bank as well as restructuring expenses incurred as part of the workforce reduction executed in the fourth quarter of 2023. It is calculated 30based on adjusting the efficiency ratio calculation to use core noninterest expense which excludes the non-core noninterest expense adjustments. We believe that this non-GAAP 31measure is a useful tool for the purpose of evaluating PNC’s results. The exclusion of FDIC special assessment costs and workforce reduction charges increases comparability 32across periods, demonstrates the impact of significant items and provides a useful measure for determining PNC’s expenses that are core to our business operations and expected 33to recur over time.34Adjusted operating leverage is a non-GAAP measure that represents total revenue growth, less core noninterest expense growth. We believe this non-GAAP measure serves as a 35useful tool in understanding PNC’s results by providing greater comparability between periods, as well as demonstrating the effect of significant items. 362023 ANNUAL REPORT • THE PNC FINANCIAL SERVICES GROUP | 11