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Failure modes
- All failure modes
- ChatGPT output sounds like AI wrote it
- ChatGPT makes things up
- ChatGPT ignores your instructions
- The same prompt gives ChatGPT a different answer every time
- ChatGPT forgets what you told it earlier
- ChatGPT will not stick to the format you asked for
- ChatGPT is too verbose
- ChatGPT gives generic answers
- ChatGPT loses the thread in long documents
- ChatGPT refuses a reasonable request
By role
- All roles
- Prompts for teachers
- Prompts for students
- Prompts for lawyers
- Prompts for marketers
- Prompts for doctors
- Prompts for developers
- Prompts for writers
- Prompts for project managers
- Prompts for executive assistants
- Prompts for content creators
- Prompts for travel agents
- Prompts for entrepreneurs
- Prompts for product managers
Techniques
- All techniques
- Goal-Reversed Prompting
- Requirement-Oriented Prompt Engineering (ROPE)
- Rebuttal Prompting
- Hard-to-Easy Instruction Ordering
- Structured Persuasion Prompting
- Anti-Bias Prompting
- Polymorphic Prompt Assembling (PPA)
- Prompt Sensitivity Analysis
- Tabular Prompting
- MetaPrompting (Structured Reasoning)
- Structured Prompting with Iterative Refinement
- Debate Prompting
- Multi-Turn Conversational Prompting
- Debugging Prompts Framework
- Multilingual Ensemble Prompting
- Debate-to-Detect (D2D) / Multi-Agent Structured Debate
- Dual-Level Adaptive Prompting (GALA)
- Blueprint Prompting
- Partial Compliance Instruction
- Agentic Prompting
- Social Engineering Prompting
- Modular Definition Prompting
- Visionary Tuning (Self-Playing & Self-Improving)
- Multi-Aspect Cueing (MAC)
- Meta-Thought Prompting
- BloomWise Prompting
- Layered Context Prompting
- Structured Prompting with Negative Constraints
- RESS (Decomposition-then-Synthesis)
- MTR (Multi-Turn Reasoning) Framework
- Sandwich Prompting
- MLPrompt (Multilingual Prompting)
- Guardrail Prompting
- Generative Self-Aggregation (GSA)
- Feature-Based Prompting (Structured Analysis)
- StateAct (Self-Prompting + Chain-of-States)
- Persuasive Adversarial Prompts (PAP)
- Implicit Criteria Prompting
- Context Injection
- Moralized Multi-Step Prompting
- LLM-Oriented Context Structuring
- First-Principles Reasoning Prompting
- Atomic Fact Extraction and Verification (AFEV)
- Dynamic Enhancement Chain (DEC)
- Thinking Token-based Test-time Scaling (TTTS)
- Context Repetition (CoRe)
- Mutual Constraint Prompting
- R+S Prompt Structuring
- Context-Augmented Prompting
- Confirmation Bias Mitigation Prompting
- Structured Data Prompting
- Temporal Generalization Prompting
- ReMem (Reason-Memory) / ExpRAG
- Context-Guardrail-Reflection Prompting
- Reasoning through Perspective Transition (RPT)
- Constitutional Prompting
- QA-Prompting (Question-Answering Prompting)
- Dual Directional Prompting (DDP)
- Hypotheses-driven Prompting
- Negative Example Prompting (AnaQuest)
- Cross-Model Distillation
- Robust Prompting Framework
- Structured Prompt Rewriting (Narrative/Role-Driven Escalation)
- Time-Constrained Reasoning (Coarse-to-Fine & Answer-and-Verify)
- Hierarchical Prompting Framework
- English as a Lingua Franca for LLM (Pre-translation)
- Bottom-up Reasoning
- PromptPRF (Rank-aware Prompting)
- Prompt-based Extraction (Cloze Prompting with Verbalizer)
- Stated Answer vs. Revealed Belief Prompting
- Prompt-Constructor (Component-Based Prompting)
- Structured Instruction Injection
- Cognitive Prompting Framework
- Divide and Conquer Prompting
- Parallel Multilingual Input (PMI)
- Sentiment-Aware Prompting
- LLM as an Interviewer (Iterative Feedback & Refinement)
- Prompt as Virtual Neural Network Configuration
- Multi-Agent Orchestration (User-Driven)
- Self-Doubt Prompting
- Plan-Execute Prompting
- System 1/System 2 Prompting
- Confidence Reasoning (CR)
- Joint Task Prompting
- Context & Feedback Management
- Chain of Density (CoD)
- RICE Framework (Role, Instruction, Context, Examples with Rationale)
- Thought Anchors Prompting
- Goal-Aware Multi-Perspective Prompting
- SELF-PERCEPT
- Human-Agent Collaborative Scaffolding
- Think & Verify
- Context-Chained Prompting
- Instruct of Reflection (IoRT)
- Nugget-based Decomposition and Verification
- Structured Prompting with External Tooling (SPET)
- Counterfactual Consistency Prompting
- Functional Prompting
- Multi-Stage Information Search (ISP)