S03 — Preprint LLM Research Search Log
| Field |
Value |
| Tool |
WebSearch |
| Query |
arxiv "system prompt" OR "prompt template" implementing GRADE OR PRISMA OR "systematic review" methodology AI agent complete framework |
| Date |
2026-03-31 |
| Results returned |
10 |
| Selected |
2 |
| Rejected |
8 |
Summary
Searched arXiv and preprint servers for published prompt templates implementing systematic review methodologies. Found comprehensive surveys of prompting techniques but no complete research methodology prompts.
Selected Results
| Result |
Title |
Rationale |
| S03-R01 |
The Prompt Report |
Most comprehensive survey of prompting techniques (58 techniques) |
| S03-R02 |
Agent Laboratory |
Multi-agent research pipeline with published architecture |
Rejected Results
| Result |
Title |
Rationale for Rejection |
| — |
From Prompts to Templates (arXiv) |
General prompt template analysis, not research methodology |
| — |
Systematic Review on Prompt Engineering (arXiv) |
Survey of prompt engineering in education, not research frameworks |
| — |
Exploring Prompt Engineering: SWOT Analysis (arXiv) |
General prompt engineering survey |
| — |
The Prompt Canvas (arXiv) |
Practitioner guide for prompts, not research methodology |
| — |
Development of Prompt Templates for SLR Screening (ResearchGate) |
Narrow task (screening only) |
| — |
Survey of Automatic Prompt Engineering (arXiv) |
Optimization perspective, not research methodology |
| — |
A Systematic Review of Multilingual Applications |
Unrelated |
| — |
LLM-Powered Automated Assessment |
Educational assessment focus |
Notes
The Prompt Report is the most comprehensive catalog of prompting techniques available (58 text-based techniques). It used PRISMA process for its own methodology but did not find any prompt implementing PRISMA as a research framework. This is strong evidence for the gap.