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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1[Our Responsibility]2Sustainable Action3IFR Article 524GRI 3-35Our Sustainability KPIs6GRI 2-4; 203-27We made progress in 2023 against our sustainability KPIs and remain confident of meeting 8our medium-term ambitions. ESG AuM increased driven by market movements and net flows. 9Our operational emissions remain on track to meet our 2030 interim net zero target despite 10an increase in travel emissions. Our inflation-adjusted WACI increased during 2023 which led 11to a cumulative decline of 5.2% since 2019. Our CDP score for 2023 is B, compared to A- in 122022. In 2023, CDP’s methodology was updated so that a B was the maximum possible score 13for those responders who did not make their full questionnaire available on CDP’s website. 14We continued to increase the proportion of women at the first and second management 15levels below the Executive Board and significantly increased the volunteering hours of our 16employees. Finally, we conducted 624 corporate engagements during 2023, an increase of 1717% versus 2022. Further details of our achievements in 2023 against our sustainability KPI 18ambitions can be found in the related sections of this Annual Report.19Sustainability KPIs20KPI Medium-term ambition Full Year 2023 Full year 202221ESG AuM22123Continue to grow our ESG AuM through a combination of flows into existing products, flows into new products and supporting the 24transfer by existing clients of their assets from non-ESG products into ESG products25€ 133.5 bn. € 117.0 bn.26Scope 1 and 2 operational emissions27228Achieve a minimum 46% reduction of in-scope operational emissions by 2030 compared to base year 2019 (aligned to our 2030 29interim net zero target)30(64)% (63) %31Scope 3 operational emissions (travel –32 air and rail)332, 334(42)% (52)%35436Scope 3 portfolio emissions (net zero) – 37inflation adj. WACI38Achieve a 50% reduction in the inflation-adjusted WACI related to scope 1 and 2 portfolio emissions by 2030 compared to base year 392019 (aligned to our 2030 interim net zero target)40(5.2)%41542(6.3)%43644Sustainability rating Maintain or improve our CDP (Climate change) B score by 2024 B A-45Proportion of women Achieve 32% of positions at the first management level below the Executive Board held by female executives and 33% at the second 46management level below the Executive Board by 20244736.2% – 1. level4836.3% – 2. level4934.5% – 1. level5033.0% – 2. level51Volunteer hours per employee Perform 90 minutes of volunteering on average per employee per year by 2024 104 minutes 84 minutes52Corporate engagements Conduct 475 or more corporate engagements per annum by 2024 624 53253154 As of period end. For details on ESG product classification, please refer to section ‘Our Responsibility – Sustainable Action– Our Product Suite’.55256DWS Group scope 1 and 2 operational emissions and scope 3 rail emissions are determined on a pro-rata average number of effective staff employed (full-time equivalent) basis from Deutsche Bank Group data.573 58DWS Group flight data is sourced from Deutsche Bank Group and the associated air emissions are calculated using Deutsche Bank Group methodology. 594 60Prior year data updated due to revised methodology (previously (50%)).615 62Refers to our AuM at the end of 2022 and emissions for 2021 compared to baseline year 2019. Further details are available in the Net Zero Annual Disclosure Base Year 2021 report 63(https://www.dws.com/AssetDownload/Index?assetGuid=242d5412-cf67-4ca6-a363-7b70d585bfef&consumer=E-Library).646 65Refers to our AuM at the end of 2021 and emissions for 2020 compared to baseline year 2019. Further details available in the Net Zero Annual Disclosure Base Year 2020 report 66(https://www.dws.com/AssetDownload/Index?assetGuid=96bf52fa-b9cf-42fc-84c9-141abbacb531&consumer=E-Library).67 68To our Shareholders Summarised 69Management Report70Consolidated 71Financial Statements Compensation Report Corporate Govern-72ance Statement73Supplementary 74Information DWS 2023 Annual Report75 76Our Responsibility7726 Sustainable Action