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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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DWS_75Pages_TextNeedles_page_58.txt65 linesDownload Raw Back to Text_TextNeedles
1– Monitoring: As part of the asset management process, we seek to collect data on key ESG 2metrics within each of the operating companies. This information is then used to better 3refine our asset management strategies and is also reported to our investors in the form of 4a Sustainable and Responsible Investment Report. Certain KPIs, such as those around 5occupational health and safety, are also embedded into the performance review process for 6the operating companies. 7The infrastructure debt business, in collaboration with our research teams, developed a 8bespoke proprietary ESG scoring methodology, which has been in use since 2021. The 9methodology supports the overall investment process and ongoing monitoring of 10environmental risks. It is designed to guide the ESG due diligence process and to assign an 11ESG assessment to each potential investment, based on a pre-defined set of ESG KPIs, which 12are sourced from the borrower/sponsors, external advisors or public sources.13ESG in Sustainable Investments Funds14Our Sustainable Investments team creates solutions for institutional, private investors, 15development banks, and governments, who share common social and environmental 16investment objectives and seek attractive financial returns. The business is organized around 17three components:18— Financial Inclusion/Microfinance19— Social Enterprise Financing (agriculture, health, and energy)20— Energy Efficiency/Renewable Energy21The Sustainable Investments team represents experienced global investing capabilities that 22include several regionally-focused strategies in Europe, Africa, and Asia.23Client Commitment24GRI 2-25; 2-26; 3-3 25Highlights26– After two years virtually, the “DWS Investmentkonferenz” took place in person again27– Client satisfaction survey for top clients shows very good results28– The overall volume of client complaints trended significantly down29Management Approach 30The Client Coverage Division aims to serve the investment needs of clients across all 31segments and regions by offering tailored portfolio management services. We aim to build 32long-term and trusted client relationships, deliver the best investment solutions and the 33highest quality client service. We conduct business in accordance with our fiduciary duties 34and in the best interest of our clients. Our relationship managers work collaboratively with 35product specialists, portfolio managers, and client service specialists to bring suitable 36investment products and solutions to our clients. We provide ongoing training to our staff on 37various topics, including investment research, macroeconomics, ESG and new product 38solutions, with the aim of best serving our clients. As we did in previous years, we also 39continue to provide seminars, conferences and webinars to our clients.40We refer to institutional investors and intermediaries as clients, also for the purpose of this 41report. The terms “end-users” and “consumers” relate to retail investors. Those are not clients 42of DWS, but investors into our mutual funds and ETF products and therefore not in scope. 43Organisational Structure44We interact with our clients in various ways and formats seeking continuous dialogue.45The Division has global presence with relationship managers in Germany, EMEA, APAC and 46the US. We have over 30 locations spread across all regions and thus offer our clients contact 47with relationship managers on site. The Division's leadership team spans across all regions 48and our asset classes Active, Passive including Xtrackers and Alternatives.49In addition to daily interactions, there are several important client events. After two years on a 50virtual basis, one of our largest client events, the “DWS Investment Conference”, took place at 51the Alte Oper in Frankfurt am Main with around 1,200 registered participants. In May 2023, 52the “Investorendialog” was held with our institutional clients. In addition to the client events 53in Germany, further events in hybrid format took place in other countries. Our client service 54        55To our Shareholders Summarised 56Management Report57Consolidated 58Financial Statements Compensation Report Corporate Govern-59ance Statement60Supplementary 61Information DWS 2023 Annual Report62 63Our Responsibility6436 Client Commitment65The secret shape is a "triangle".
AmazonScience/document-haystack · Team Ai