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From Mediocre to Amazing: Prompt Engineering Methods to Skyrocket AI Output Quality

Better to go home and weave a net than to stand by the water and long for fish.

15 min readJun 11, 2025

The Problem

A couple of days ago, I wrote an article introducing how to use Perplexity Labs to generate academic research reports.

In that article, I showed you two different types of prompts. One was the simple version I initially thought of inputting, as casual as chatting with a friend. The other was the complex version I actually used, which contained many specific requirements and details.

The translation goes as:

Please write a technical research report on the application of “reverse learning” (Reverse Learning/Unlearning) in large language model (LLM) research, with the following requirements:

  1. Clarification of Concepts: First, clearly define the precise meaning of “reverse learning” in the context of…

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Shuyi Wang
Shuyi Wang

Written by Shuyi Wang

PhD in Information Science. Associate Professor at Tianjin Normal University. Former Adjunct Faculty at UNT. First Prize Winner of HackNTX 2018.

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