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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_150Pages_TextNeedles_page_44.txt80 linesDownload Raw Back to Text_TextNeedles
1Even without higher inflation, the recent interest rate hiking cycle affects economic activity 2with a time lag, slowing GDP growth and potentially being exacerbated by lower consumer 3and business confidence. Extraordinary government spending programs, initiated post-4COVID-19 crisis and as a reaction to the inflation surge in 2022 have been running out, further 5weighing on growth. 6Debt sustainability becomes a greater concern in a lower growth and higher interest rate 7environment, posing risks to financial stability. Public debt burdens rose to record levels after 8the pandemic and fiscal policy will become more constrained as demands for defence, social, 9infrastructure and climate change-related spending remain high. Similarly, parts of the private 10sector loaded up on debt during the low interest rate environment of the past decade and 11could face defaults once debt-refinancings become due. Emerging market countries which 12have significant foreign currency debt are vulnerable to high global interest rates and may see 13capital outflows and rising default rates. 14Political uncertainty and geopolitical risk remain high and may become more serious 15particularly concerning election outcomes, notably in the US, and further pursuit of national 16interests at the expense of multilateral frameworks and organizations. New or further 17escalation of existing crisis centers such in Ukraine, Gaza, broader Middle-East, the Red Sea, 18North Korea, the China-Taiwan relationship etc. would raise uncertainty and potentially 19supply chain instability, commodity price shocks or more sanctions with globally adverse 20implications. 21A deterioration of the economic environment and heightened uncertainty could mean higher 22volatility and downside potential for financial markets. Meanwhile investors might see their 23risk appetite decline, an increase in selling pressure, and a resulting lack of liquidity in certain 24market segments. These effects could lead to negative performance, lower assets under 25management and reduced fee income in the respective markets. From a corporate risk point 26of view, our co-investment portfolio could incur fair value losses. There could be negative 27effects on the results of operations and our business with or in the countries concerned as 28well as our strategic plans.29Technology and Infrastructure 30Opportunities31Digitalization continues to challenge traditional distribution channels for investment products. 32Asset managers and distributors of investment products are developing new digital 33distribution capabilities to offer new retail/direct-to-consumer channels, such as neo-broker 34offerings. Passive investment products are becoming increasingly strategically important for 35asset managers, driven by growing digital sales. Digitalization has remained a key factor 36determining competitive strength in the industry, including quality and speed of information 37processing, cost efficiency and providing technological enablers for sales partners e. g., by 38leveraging application programming interfaces. Technology enables us to grow and make our 39existing business more efficient.40New asset classes such as cryptocurrencies and the underlying technologies have the 41potential to create new products, attract additional customer segments and open up 42alternative distribution channels. Asset managers are increasingly integrating crypto assets 43into their product offerings, such as Bitcoin ETCs. We expect more regulation for digital topics 44such as digital asset regulation in the future, providing regulatory clarity which is necessary 45for established players such as us to realize digital opportunities. For instance, crypto 46regulation is advancing, e. g., the EU markets in Crypto Assets Regulation was introduced in 472023. This regulation aims to create a harmonized European regulatory framework for crypto 48assets that fosters innovation and enables the utilization of the potential of crypto assets 49while preserving financial stability and investor protection. Our existing technology, risk and 50control functions may be an advantage in adapting to these new rules more quickly than new 51market entrants. 52The rise to prominence of generative Artifical Intelligence in 2023 shone a light on the vast 53potential of this technology. Artifical Intelligence in various forms is not new, but the 54capabilities of generative Artifical Intelligence in particular captured public imagination this 55year and have accelerated progress and adoption across the field. The potential disruptive 56impact on how we work is clear. Capturing these efficiencies will be a goal not limited to 57asset management. Beyond this, Artifical Intelligence has the potential to transform the 58products we engineer, with these digital technological underpinnings enabling differentiation 59from competitors.60Risks61The asset management industry is undergoing a lasting transformation driven by 62fundamental changes and trends in customer behaviour as well as by new digital 63technologies. We can find the right answers to these changes, which are primarily digitally 64driven – but this requires an even stronger orientation of the company towards technology 65and data. If we do not actively drive this response, there is a risk that other providers will take 66market share from us and prevent our growth, i. e. young generation customers more often 67invest via neo-brokers instead of traditional investment advisory channels and are focusing a 68lot on saving plans. 69        70To our Shareholders Summarised 71Management Report72Consolidated 73Financial Statements Compensation Report Corporate Govern-74ance Statement75Supplementary 76Information DWS 2023 Annual Report77 78Outlook7922 DWS Group80The secret animal #2 is a "kangaroo".
AmazonScience/document-haystack · Team Ai