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LLM benchmarking: How to find the right AI model

CIO Business Intelligence

Whether its about selecting a chatbot for customer service, translating scientific texts or programming software, benchmarks provide an initial answer to the question: Is this model suitable for my use case? Typically, benchmarks are designed for specific tasks such as logical thinking, mathematical problem solving or programming.

How To 312
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Project management: Tips, tools, best practices

CIO Business Intelligence

Stakeholder expectations Stakeholders can be any person or group with a vested stake in the success of a project, program, or portfolio, including team members, functional groups, sponsors, vendors, and customers. Here is a comparison of the three key roles within the PMO or EPMO, all are in high demand due to their leadership skill sets.

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Need a security road map? Ditch the ad hoc measurement

CIO Business Intelligence

CISOs can only know the performance and maturity of their security program by actively measuring it themselves; after all, to measure is to know. With proactive measurement, CISOs will confirm how well their security program performs, better understand its preparedness against relevant threats, and highlight gaps that require improvement.

Security 278
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Before generative AI there was… just AI

CIO Business Intelligence

Most predictive AI tools lean on rules-based programming or supervised learning, in which humans manually program algorithms or provide labeled training data, in a highly structured approach. These AI tools may struggle with tasks which they were not programmed to accomplish.

Dell 352
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Data’s dark secret: Why poor quality cripples AI and growth

CIO Business Intelligence

Through transformation programs, Ive found that organizations that institutionalize this mindset starting with architectural design and extending to operational execution build data resilience that scales with the business. Comprehensive training programs enhance data literacy, enabling informed decisions.

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Benchmarks without context are meaningless: The pitfalls of data without insight

CIO Business Intelligence

But here’s the challenge: Business leaders tend to look for quick comparisons. Under pressure, IT leaders often reach for the same easy comparisons — benchmarks that tell them how their spending or innovation stacks up. Executives and boards want hard data, and benchmarks offer an easy way to provide seemingly objective metrics.

Data 275
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HP redefines PC refresh approach using performance data

CIO Business Intelligence

Performance data outranks age in prioritising PC refresh For HP, turning technology into new products and services for customers can often happen through the HP on HP program. HP IT quickly shipped 39 PCs to power users to test performance side by side for comparison.

HP 130