Gen AI Flashcards

1
Q

MT Bench

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MT-Bench is a challenging multi-turn benchmark that measures the ability of large language models (LLMs) to engage in coherent, informative, and engaging conversations. It is designed to assess the conversation flow and instruction-following capabilities of LLMs, making it a valuable tool for evaluating their performance in understanding and responding to user queries.

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2
Q

What is the MMLU Benchmark (Massive Multi-task Language Understanding)?

A

What is the MMLU Benchmark (Massive Multi-task Language Understanding)?

The MMLU Benchmark (Massive Multi-task Language Understanding) is a comprehensive evaluation is a challenging test designed to measure a text model’s multitask accuracy by evaluating models in zero-shot and few-shot settings. The MMLU serves as a standardized way to assess AI performance on tasks that range from simple math to complex legal reasoning.

The MMLU Benchmark is a diverse set of tests designed to evaluate the understanding and problem-solving abilities of language models across multiple domains. The MMLU contains 57 tasks across topics including elementary mathematics, US history, computer science, and law. It requires models to demonstrate a broad knowledge base and problem-solving skills.

The MMLU provides a way to test and compare various language models like OpenAI GPT-4, Mistral 7b, Google Gemini, and Anthropic Claude 2, etc.

AI teams can use the MMLU for comprehensive evaluations when building or fine-tuning custom models that significantly modify a foundation model.

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3
Q

IBM Fusion

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IBM Fusion refers to IBM Spectrum Fusion, a container-native hybrid cloud data platform designed specifically for Kubernetes applications on the Red Hat OpenShift Container Platform. This technology provides a comprehensive solution for managing storage across multiple environments, including core, edge, and cloud. IBM Spectrum Fusion combines IBM’s general parallel file system technology and data protection software to offer a seamless and simplified approach to accessing and managing data. It’s tailored for enterprise applications and is equipped to handle mission-critical container workloads, making it a suitable choice for organizations deploying modern applications that require robust data services and storage solutions.

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