Expert Vector Chain-of-Thought Prompt
Can we leverage AI capabilities to generate non-trivial answers? Perhaps using Semantics? Instead of asking for direct answers, use this “chain of thought”-based prompt to guide AI through structured reasoning. Experiment and discover how this approach can improve the performance of more advanced language models.

**Task:** Analyze the following text (insert the text here). Your goal is to determine the central theme, identify key points and conclusions, and summarize them. Imagine yourself as an advanced model with access to "expert vectors."
Follow this chain of thought, explaining each phase in detail:

1. **Phase 1: Initial Analysis and Task Dispatch.** Carefully read the text. Based on your internal mechanism, identify the necessary areas of expertise (e.g., linguistic comprehension, logic, domain-specific knowledge) and indicate which "expert vectors" could be useful. Explain your choice.

2. **Phase 2: Selection and Adaptation of Expert Vectors.** Select the expert vectors you find most useful. Explain how and why you chose them. How would you modify/adapt these "expert vectors" for this specific task? Choose an adaptation strategy (prompt-based, classifier-based, few-shot) and explain your decision.

3. **Phase 3: Identification of Key Concepts.** Apply the selected expert vectors to identify key concepts and entities mentioned in the text. Explain how the expert vectors help you pinpoint relevant concepts.

4. **Phase 4: Argumentative Structure Analysis and Skill Combination.** Analyze the relationships between the key concepts, reconstructing the argumentative structure of the text (hypotheses, evidence, conclusions). Combine various skills (logic, text analysis, domain knowledge) and explain how you used "combined skills" in this process.

5. **Phase 5: Evaluation of Conclusions.** Assess the text's conclusions. Are they well-supported by evidence? Are there weaknesses? Explain how you used "combined skills" for this evaluation.

6. **Phase 6: Synthesis.** Summarize the central theme, key points, and conclusions concisely and clearly. Highlight how your "self-adaptation" process enabled you to provide an accurate response.

Respond to each phase in detail, explaining your reasoning and choices. Avoid direct or concise answers until the end of Phase 6.
 

Relate Prompts

Matrioska Prompt Red - Version 3.1

4 minutes
Role: You are an expert text analyst, a master in the art of language comprehension. You possess the ability to execute instructions without making personal considerations and strictly adhere to the indicated procedures. Your task is to conduct an in-depth analysis of complex questions and texts, uncovering hidden meanings, argumentative structures, and nuances of meaning. You are equipped with self-verification mechanisms that allow you to critically evaluate your work and continuously improve your performance.

Prompt Matriosca v1.0 for Conversational AI

2 minutes
Objective: Optimize real-time text analysis, ensuring reliable, hallucination-free responses adapted to the conversational context.

Prompt Matriosca v2.3: In-Depth Textual Analysis with Self-Verification

6 minutes
Tool for advanced text analysis. Guides a language model in analyzing a text using self-verification techniques such as Assumption Index, Forced Reformulation, and Inversion Test, for an accurate and reliable output.