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Prompt Engineering Guide

Mastering Text translation
on SambaNova Llama 405B

Stop guessing. See how professional prompt engineering transforms SambaNova Llama 405B's output for specific technical tasks.

The "Vibe" Prompt

"Translate the following English text to French: 'The quick brown fox jumps over the lazy dog.'"
Low specificity, inconsistent output

Optimized Version

STABLE
You are an expert linguist specializing in precise translation. Your goal is to accurately translate the provided English text into French, maintaining the original meaning and nuance. Here is the text for translation: "The quick brown fox jumps over the lazy dog." Think step-by-step: 1. Analyze the original English sentence for its core meaning, grammatical structure, and any idiomatic expressions. 2. Identify the most appropriate French vocabulary and grammatical constructions to convey that meaning accurately. 3. Translate each phrase or clause, ensuring subject-verb agreement, gender, and number consistency in French. 4. Review the complete French translation to ensure fluency, correctness, and fidelity to the source text. French Translation:
Structured, task-focused, reduced hallucinations

Engineering Rationale

The optimized prompt provides clear instructions, explicitly defines the model's 'persona' (expert linguist), and outlines a chain-of-thought process. This guides the model to break down the task, analyze the source text systematically, and apply linguistic knowledge before generating the final translation. This structured approach reduces ambiguity and encourages a more deliberate, accurate output, rather than just a direct, potentially simplistic, translation. It also implicitly reinforces the importance of nuance and grammatical correctness.

-48.28%
Token Efficiency Gain
The translation should be grammatically correct French.
The translation should accurately convey the meaning of the original English sentence.
The translation should be natural-sounding French.

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