PiaCRUE

Introduction

PiaCRUE is a collection of LLM communication methods based on PiaC and RUE, PiaCRUE is attempting to communicate with LLM using communication theories and psych economic methods through special prompts, aiming to enhance LLM's performance.

• PiaCRUE has different components such as papers, PiaCRUE prompt strategies, experiments, tools and examples.
• PiaCRUE provides PiaCRUE prompt strategies, tools and examples for experimentation and development.
• Papers within the PiaCRUE collection cover various topics related to communication methods and psychological techniques.
• The PiaCRUE_Prompt_Generator tool in PiaCRUE is used for generating prompt templates base on communication theories and psychological methods.
• The AutoExpGPT tool in PiaCRUE is used for the evaluation of prompt templates.

PiaCRUE is a large-model communication methods and strategies based on personalized agents and structured demand expression methods. PiaCRUE is committed to the research and application of interdisciplinary prompt word strategies, and tries to use methods and techniques such as applied psychology, effective communication theory, etc. to enhance the Big model response performance.

The core idea of ​​PiaCRUE is to regard LLM as a Personalized Intelligent Agent (Pia) with personality and psychological characteristics, or a "complex human being with all human knowledge and personality data." Then use the method of interacting and communicating with humans to interact and communicate with them to achieve a more efficient and humanized interactive experience, and in this process, inspiring humans to explore communication skills and strategies with the general artificial intelligence model ( PiaC).

For more questions, you can consult PiaCRUE's GPTs robot:

1. GPTs-PiaCRUE Assistant: GPTs version of PiaCRUE Assistant can answer all questions about this project (ideas, methods, techniques, examples)
2. GPTs-PromptEngineer Pro: GPTs version prompt word optimization assistant based on PiaCRUE method

Experiments

After automated experiments, the performance of the prompt word strategy in the example varies greatly in different scenarios, but overall it is better than ordinary prompt words. The following is the prompt word template used in the automation prompt word strategy effectiveness experiment: AutoExpGPT.md. AutoExpGPTs Robot:

1. GTPs-AutoExpGPT: GPTs version of AutoExpGPT, enter the prompt word strategy template to automatically construct the experiment and evaluate its effectiveness

Tools

1. PiaCRUE_Prompt_Generator.md: PiaCRUE Prompt Word Template Generator
2. AutoExpGPT.md: Automated experimental evaluation tool for prompt word template effectiveness
3. GPTs-PiaCRUE Assistant: GPTs version of PiaCRUE Assistant can answer all questions about this project
4. GTPs-AutoExpGPT: GPTs version of AutoExpGPT, enter the prompt word strategy template to automatically construct the experiment and evaluate its effectiveness

Examples

1. Examples.md: PiaCRUE prompt word fragment example
2. RoleDevelopment.md: RoleDiscovery
3. CBT-AutoTraining.md: Role Walkthrough
4. PiaCRUE_mini.md: Simple PiaCRUE prompt word template example
5. PiaCRUE_Template.md: Example of complete PiaCRUE prompt word template

Papers

1. PiaC.md: Communication method based on personality agents (see LLM as a human being, and then use communication theory and psychological methods to communicate)
2. CSIM.md: Inner monologue and communication skills (communication skills in 5 types of communication scenarios are simulated through inner monologue to form high emotional intelligence responses)
3. DeepInception.md: Deep Hypnosis (hypnosis attack)
4. EmotionPrompt.md: Emotional prompts (expressing importance through emotions)
5. Rephrase-and-Respond.md: Repeat and respond (more accurate expression through reshaping prompts, and strengthen the understanding of needs through repetition)