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
1Further details regarding our customer-related trading activities are included in the Market Risk Management – Customer-Related 2Trading Risk portion of the Risk Management section of this Item 7. Further details regarding private and other equity investments are 3included in the Market Risk Management – Equity and Other Investment Risk section.4Noninterest Expense5Table 5: Noninterest Expense6Year ended December 31 Change7Dollars in millions 2023 2022 $ %8Noninterest expense9Personnel $ 7,428 $ 7,244 $ 184 3 %10Occupancy 982 992 (10) (1) %11Equipment 1,411 1,395 16 1 %12Marketing 350 355 (5) (1) %13Other 3,841 3,184 657 21 %14Total noninterest expense $ 14,012 $ 13,170 $ 842 6 %15Noninterest expense increased compared to 2022 primarily due to higher other noninterest expense, which included $515 million 16pertaining to the FDIC special assessment as well as higher personnel costs, which included expenses of $150 million of workforce 17reduction charges.18We exceeded our 2023 continuous improvement program savings goal of $450 million, which included a $50 million mid-year 19increase. In 2024, our continuous improvement program goal will be $425 million.20Effective Income Tax Rate21The effective income tax rate was 16.2% for 2023 compared with 18.2% for 2022. The decrease was due to the favorable impact of 22certain tax matters in 2023. 23The effective tax rate is generally lower than the statutory rate primarily due to tax credits we receive from our investments in low- 24income housing and new markets investments, as well as earnings on other tax exempt investments. Additional information regarding 25our effective tax rate is included in the Reconciliation of Statutory and Effective Tax Rates table in Note 18 Income Taxes.26Provision for (Recapture of) Credit Losses 27Table 6: Provision for (Recapture of) Credit Losses28Year ended December 31 29Dollars in millions 2023 202230Provision for (recapture of) credit losses31Loans and leases $ 792 $ 439 32Unfunded lending related commitments (31) 32 33Investment securities (18) 17 34Other financial assets (1) (11) 35 Total provision for (recapture of) credit losses $ 742 $ 477 36Provision for credit losses was $742 million in 2023, primarily driven by portfolio activity, including changes in credit quality related 37to the commercial real estate portfolio. 38 3944 The PNC Financial Services Group, Inc. – 2023 Form 10-K