Trained Miniatures: Low cost, High Efficacy SLMs for Sales & Marketing

TL;DR

This paper proposes 'Trained Miniatures', small language models fine-tuned for specific sales and marketing tasks, offering high efficacy at significantly reduced computational and financial costs.

Contribution

It introduces a novel approach of fine-tuning small language models for targeted applications, reducing costs while maintaining effectiveness.

Findings

SLMs can match larger models in domain-specific tasks

Cost reduction by orders of magnitude

Effective for sales and marketing outreach

Abstract

Large language models (LLMs) excel in text generation; however, these creative elements require heavy computation and are accompanied by a steep cost. Especially for targeted applications such as sales and marketing outreach, these costs are far from feasible. This paper introduces the concept of "Trained Miniatures" - Small Language Models(SLMs) fine-tuned for specific, high-value applications, generating similar domain-specific responses for a fraction of the cost.