Meana Petro
KC-02FronteraOla 3IA

Modelo de Lenguaje Específico del Dominio

En una frase

A model further trained on petroleum engineering text, so it uses the field’s vocabulary correctly in Persian and Arabic as well as English.

El problema

General-purpose models handle petroleum terminology unevenly and are notably weaker in Persian and Arabic technical registers, where they translate terms of art literally and produce text a domain specialist immediately distrusts.

Cómo funciona

Continued pre-training and supervised fine-tuning on curated petroleum engineering corpora across the four languages, with the terminology table used as a consistency constraint. Evaluation is against domain benchmarks authored by practising engineers, not against generic language benchmarks.

Datos necesarios

  • Curated domain corpus with clear rights to use it for training
  • Terminology table across the four target languages
  • Expert-authored evaluation sets per language
  • Substantial GPU capacity for training and evaluation

Qué obtiene

  • Domain-adapted model deployable on premise
  • Benchmark results per language against the base model
  • Terminology consistency report across the four languages

Qué no puede hacer

This is frontier work with a large cost and an uncertain margin over a well-prompted general model plus good retrieval. We recommend it only where terminology consistency in Persian or Arabic is a hard requirement, and we will say when retrieval alone is the better investment — which today it usually is.

Cada página de capacidad declara una limitación real. Si un proveedor no puede decirle dónde termina su producto, no le están diciendo la verdad sobre dónde empieza.

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