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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1Risk Report2Overall Risk Assessment3IFR Article 474We are exposed to a variety of corporate and fiduciary risks because of our business activities. 5These risks include non-financial risk, financial risk and sustainability risk. Sustainability risk is 6not considered to be one individual risk type, but rather sustainability factors are drivers of 7existing risk types. The corporate risk profile is driven by various external and internal factors, 8including fiduciary risk. Our fiduciary obligation is paramount for our assets under 9management and requires us to put the interests of our clients first. We achieve this by risk 10managing the investment portfolios on behalf of our clients and by complying with regulatory 11requirements and contractual obligations.12In this context, our risk management framework has two core principles: every employee 13needs to manage risks and is obligated to ensure that we operate in the best interest of our 14clients, and we have strict segregation of duties enabling us to operate a control environment 15that is designed to protect the franchise, our clients, and shareholders.16Material risk categories include: 17– Corporate financial risks such as market risk associated with our co-investments, seed 18investments, guarantees, credit risk, liquidity risk and strategic risk 19– Corporate non-financial risks including reputational risk and operational risk (with 20important sub-categories such as fiduciary obligations, information security, 21transformation, regulatory adherence, service providers) and potential spill-over effects 22from our fiduciary risks.23– Fiduciary investment risk is the management of investment portfolios in accordance with 24our fiduciary and regulatory obligations. Investment risk includes market, liquidity, 25counterparty, and valuation risks coupled with risk type diversification benefits.26We manage the identification, assessment, and mitigation of key risks through internal 27management processes and the use of risk management tools. We have a clearly defined risk 28appetite and our approach to identifying and assessing risks is designed to enable us to 29mitigate their impact on our financial results, long-term strategic goals and reputation. This 30also applies to sustainability risks and adverse impacts which form an integral part of our risk 31framework across risk categories. Please refer to the section ‘Risk Report – Risk Framework’ 32for detailed information on the management of our material risks.33External factors outside of our control can have a significant effect on our financial profile and 34strategic plans. Please refer to the section ‘Outlook – DWS Group – Opportunities and Risks’ 35for detailed information on these external factors. The potential impacts of these risks are 36analysed and monitored by stress tests, which indicate our ability to absorb these events 37should they materialize. The results of these stress tests demonstrate that the current 38available capital, in combination with available mitigation measures, would allow us to absorb 39the impact of these risks if they were to materialize. 40The information on our regulatory own funds and own funds requirements is provided in the 41section ‘Our Performance Indicators – Our Financial Position – Regulatory Own Funds’.42Risk Profile 43The main risk drivers in our business are non-financial and strategic risk. We are, however, 44exposed to other forms of risk given the impact from the market, flows, and foreign exchange 45rates on our corporate activities.46Development of a standalone infrastructure may have material implications for our risk profile 47posing both strategic and operational risks. From a non-financial risk perspective, we are 48faced with transformation risks as we continue a multi-year project to replace core 49infrastructure platforms, embrace new technologies and engage with new external service 50providers. All transformation activities are subject to close monitoring to ensure the 51appropriate controls and safeguards are in place to protect our firm, employees, and clients.52 53To our Shareholders Summarised 54Management Report55Consolidated 56Financial Statements Compensation Report Corporate Govern-57ance Statement58Supplementary 59Information DWS 2023 Annual Report60 61Risk Report6245 Overall Risk Assessment