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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1Our Strategy and Our Market2Our Strategy3GRI 2-12; 2-13; 3-34Our strategy is composed of the four elements “Growth, Value, Build and Reduce”, which are 5aligned with our capabilities and the growth prospects of the market.6Our strategy elements7We aim to maintain our leading market position in Germany, building on our expertise and 8established customer relationships. In addition to expanding our existing partnerships, we are 9developing new distribution channels to gain additional market share. We see additional 10market potential especially in alternative investments and passive index funds, represented by 11our Xtrackers brand. We continuously evaluate opportunities both in individual asset classes 12and also at Group level as part of our annual strategic planning and budgeting process. Our 13overall strategy also takes sustainability into account with details outlined in the updated 14sustainability strategy. 15We operate in a constantly changing market environment and face a variety of economic, 16fiscal, political and environmental challenges. Details on our business outlook, opportunities 17and risks can be found in the section ‘Outlook – DWS Group’.18Growth19We see our strength and growth potential in Passive and Alternatives.20Passive – in particular represented by the Xtrackers brand – offers sustained and profitable 21growth potential, provided sufficient scalability is in place for a given product segment. 22Building on our franchise and European business, we have decided to invest in a US growth 23plan including sustainable, thematic, and actively managed ETFs. We also see strong demand 24for mandates in Asia-Pacific, which is why we plan to expand our customised mandate 25business there. In addition to regional growth potential, we continue to see opportunities for 26bespoke Passive solutions to outperform broad index replication.27In Alternatives, investor interest in real estate investments has waned, while we still see 28strong demand for infrastructure investments. However, we expect an increase in demand for 29Alternatives, especially as the democratisation of this asset class continues across all sub-30asset classes. We want to facilitate the European transformation by closing the gap between 31capital demand and supply with private capital investment solutions that include transition to 32net zero, reorganisation of supply chains and digital business models. We continue to focus 33on our real estate and infrastructure investment platforms and are also positioning ourselves 34in the private debt space.35Examples of Progress 36We expanded our Xtrackers offering in our largest market, the European UCITS segment. 37These include products focusing on biodiversity, short maturity eurozone bonds, as well as 38ESG factor investing and dividend ESG. In the United States, we listed new thematic ETFs and 39launched our Xtrackers MSCI USA Climate Action Equity ETF. In Asia-Pacific, we were able to 40 41To our Shareholders Summarised 42Management Report43Consolidated 44Financial Statements Compensation Report Corporate Govern-45ance Statement46Supplementary 47Information DWS 2023 Annual Report48 49Our Strategy and Our Market507 Our Strategy51