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

Fuente: arXiv
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Autores principales: Bhola, Ishaan, NS, Mukunda, Kurmala, Sravanth, Nandwani, Harsh, Jain, Arihant
Formato: Preprint
Publicado: 2025
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author Bhola, Ishaan
NS, Mukunda
Kurmala, Sravanth
Nandwani, Harsh
Jain, Arihant
author_facet Bhola, Ishaan
NS, Mukunda
Kurmala, Sravanth
Nandwani, Harsh
Jain, Arihant
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2508_15617
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Trained Miniatures: Low cost, High Efficacy SLMs for Sales & Marketing
Bhola, Ishaan
NS, Mukunda
Kurmala, Sravanth
Nandwani, Harsh
Jain, Arihant
Computation and Language
Artificial Intelligence
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.
title Trained Miniatures: Low cost, High Efficacy SLMs for Sales & Marketing
topic Computation and Language
Artificial Intelligence
url https://arxiv.org/abs/2508.15617