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
1calculated using AuM at the beginning of the year and the end of each calendar month 2(i. e. 13 reference points for a full year).3Adjusted revenues present net interest and non-interest income excluding material non-4recurring income items that are clearly identifiable one-off items, such as disposal gains. We 5use this metric to show revenues on a continuing operating basis, in order to enhance 6comparability against other periods.7Reconciliation of net interest and non-interest income to adjusted revenues 8in € m. 2023 20229Net interest and non-interest income 2,614 2,712 10Non-recurring disposal gains (12) (30) 11Adjusted revenues 2,603 2,683 12Adjusted costs are an expense measure we use to better distinguish between total costs 13(non-interest expenses) and our ongoing operating costs. This measure is adjusted for 14litigation, restructuring, severance costs, impairment of goodwill and impairment (impairment 15reversal) of other intangible assets as well as for transformational charges in relation to our 16multi-year transformation program and other material non-recurring expenses that are clearly 17identifiable one-off items.18Reconciliation of non-interest expenses to adjusted costs19in € m. 2023 202220Non-interest expenses 1,837 1,847 21Litigation (36) (26) 22Restructuring activities 0 0 23Severance costs (34) (37) 24Impairment of goodwill and impairment/(impairment reversal) of other intangible 25assets 0 (68) 26Transformational charges (99) (58) 27Other material non-recurring expenses (2) (32)28Adjusted costs 1,665 1,625 29Cost-income ratio is the ratio of non-interest expenses to net interest and non-interest 30income.31Adjusted cost-income ratio is the ratio of adjusted costs to adjusted revenues. 32Adjusted profit before tax is calculated by adjusting the profit before tax to account for the 33impact of the revenue and cost adjustment items as explained above.34Results of Operations35Change from 202236in € m. (unless stated otherwise) 2023 2022 in € m. in %37Management fees income 3,563 3,719 (156) (4) 38Management fees expense 1,248 1,263 (15) (1) 39Net management fees 2,315 2,456 (141) (6) 40Performance and transaction fee income 132 134 (1) (1) 41Performance and transaction fee expense 4 8 (4) (46) 42Net performance and transaction fees 128 125 2 2 43Net commissions and fees from asset management 2,443 2,582 (138) (5) 44Interest and similar income 117 39 78 N/M45Interest expense 14 18 (4) (24) 46Net interest income 103 21 82 N/M47Net gains (losses) on financial assets/liabilities at fair 48value through profit or loss49150 113 (185) 299 N/M51Net income (loss) from equity method investments 42 66 (24) (36) 52Provision for credit losses 0 (1) 1 (80) 53Other income (loss)54155 (88) 228 (316) N/M56Total net interest and non-interest income 2,614 2,712 (98) (4) 57Compensation and benefits 865 846 20 2 58General and administrative expenses 972 933 39 4 59Impairment of goodwill and impairment/(impairment 60reversal) of other intangible assets 0 68 (68) N/M61Total non-interest expenses 1,837 1,847 (10) (1) 62Profit (loss) before tax 777 866 (88) (10) 63Income tax expense 224 271 (46) (17) 64Net income (loss) 553 595 (42) (7) 65Attributable to: 66Non-controlling interests 2 1 1 145 67DWS shareholders 552 594 (43) (7) 68169Net gains (losses) on financial assets/liabilities at fair value through profit or loss is mainly attributable to trading 70assets held by guaranteed funds of € 111 million for 2023 (€ (186) million for 2022). This is offset by income (loss) from 71liabilities held by guaranteed funds of € (111) million for 2023 (€ 186 million for 2022) shown in other income. DWS 72Group has no shares in these funds. Other income includes a sales gain of € 30 million for 2022 from the transfer of 73the digital investment platform to MorgenFund GmbH.74 75To our Shareholders Summarised 76Management Report77Consolidated 78Financial Statements Compensation Report Corporate Govern-79ance Statement80Supplementary 81Information DWS 2023 Annual Report82 83Our Performance Indicators8413 Our Financial Performance85The secret object #1 is a "table".