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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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1Figure 1: Entain’s Risk Management Process – four-steps2Our primary objective is to ‘operationalise’ risk and move toward a risk aware 3culture that includes effective reporting collaboration and action taking4This four step process allows us to ask, ‘Given the context in which we are operating, the risk we face and our ability to 5manage them – can we achieve our objectives?’ If we can, then we continue the good work. if we can’t, then we need to 6manage the risks further, or change the objectives.7Risk-based  8decision  9making10Define context 11and objectives12Understanding both the external 13and internal context in which we are 14operating – what is happening and 15what might happen to make things 16easier or more difficult for our business?17We clarify what we are trying to 18achieve – our objectives – whether it is 19for the entirety of a strategy, division 20or function.21We think through how the context and 22objectives may impact each other, both 23positively and negatively.24Monitor, Review  25and Report26Ongoing checking of the status of risks 27and their controls.28This step involves reviews, 29inspections, and audits of the status 30of risks, providing risk management 31information that is communicated to all 32necessary stakeholders.33Assess risks34Risk identification: Recognise, 35acknowledge, and describe risks (both 36potential opportunities and threats).37Risk analysis: Understand the risks 38both individually and as a collective 39risk profile. This includes prioritising 40risks as well as better understanding 41any triggers which may make the 42risk happen.43Risk evaluation: Determine if action 44needs to be taken regarding a risk 45or risk profile to bring the risks to an 46acceptable level.47Manage risks48Active management of risk with 49decisions on the types of controls 50needed and the implementation 51of controls.52Proactive risk management takes 53charge of and changes the nature 54of the risk and risk profile so that it 55comes in line with the amount of risk 56we are willing to take in delivering 57our objectives.58Where risks are out of line with the 59amount of risk we want to take, we 60can enhance or add new controls 61where necessary.62163464265366Entain plc Annual Report 2023 81671 Overview 8 Strategic report 88  Governance 140  Financial statements68Risk management process 69and methodology
AmazonScience/document-haystack · Team Ai