IT Servicesefficiency-performance tradeoff optimizationpractical for 4-bit deployment, but risky at 3-bit due to notable degradation.

Cost-efficient deployment of Ops-capable LLMs through post-training quantization

Shrink a large IT operations model so it uses less memory and compute, while trying not to lose too much accuracy on Ops tasks.

10.0

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Executive Brief

Business Problem Solved

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Value Drivers

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Technical Analysis

Model Strategy

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Data Strategy

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Part of Application

QuantOps

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Source

https://arxiv.org/html/2310.07637v3