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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12. Overview of our audit2Factors driving our 3view of risks 4Having taken due consideration of the current economic 5environment and activity of the Group in the period, we 6have identified an additional key audit matter relating to 7acquisition accounting. 8We consider the level of risk relating to revenue recognition 9from online operations is stable compared to FY22 as the 10company’s growth in the period has reduced compared to 11previous periods. The Group has entered a number of new 12territories in the period where there are online operations 13but we do not consider the level of risk to be the same as 14those that we have linked to our revenue key audit matter.15The Group’s reliance on complex IT systems for the 16processing of revenue transactions relating to online 17operations could result in incorrect reporting of revenue 18from aggregated systematic calculation errors. In addition, 19we identified a fraud risk related to possible manipulation 20of revenue by manual journals. 21The Group has undertaken several acquisitions in the 22period. The transaction to acquire NZ Ent Limited (“TAB 23New Zealand”) has a complex contingent consideration 24arrangement and the variable contingent consideration is 25sensitive to changes in key assumptions. The acquisition of 26STS Holdings S.A. is significant in value and the purchase 27price allocation is sensitive to changes in key assumptions. 28Recoverability of investments in subsidiaries remains our 29biggest focus in the audit of the parent Company, Entain 30plc, due to their materiality in the context of the parent 31Company financial statements.32Key Audit Matters Vs FY22 Item33Revenue recognition from 34online operations çè 4.135Complex accounting and 36sensitivity to significant 37assumptions relating to 38the acquisitions of TAB 39New Zealand and STS 40Holdings S.A.41é 4.242Recoverability of parent 43Company’s investments 44in subsidiaries45çè 4.3461 Overview 8 Strategic report 88 Governance 140 Financial statements47Entain plc Annual Report 202314248Independent 49Auditor’s Report