Method Specification Prompt (MSP)
A Method Specification Prompt (MSP) is a generated summary of an LLM study's recorded method, such as design, prompts, model identifiers, parameters and coding procedure. It helps others inspect or re-implement a method, but may require additional context.
What "Method Specification Prompt (MSP)" means
Reports may omit details such as exact prompt text, model identifiers or sampling parameters, each of which can matter when assessing a replication. A Method Specification Prompt (MSP) is a structured description intended to make a study's recorded method easier to inspect.
An MSP can document the factor structure, prompt templates, model identifiers, parameters, replication counts, output rules and coding rubric. Researchers should check that the generated specification reflects the procedure and artifacts relevant to their particular replication.
The MSP is an audit aid, not a guarantee that another researcher can reproduce the same outputs: providers, model versions and stochastic responses can change.
Related terms
Prompt sensitivity
Measuring how results change under semantically-equivalent rewordings of a prompt.Factorial & fractional factorial design
Full vs. fractional crossing of factor levels, aliasing trade-offs, and when to use each.BYOK (Bring Your Own Key)
Subject and judge calls use the researcher's OpenRouter key and incur provider charges.
How AIScholar uses it
AIScholar generates an MSP from recorded design, prompt versions, parameters and coding schemes. An Enterprise reproducibility package can include it alongside trial data; review the specification before relying on it.
See the method in action.
Explore an illustrative prompt-sensitivity study, then review execution costs and scope before planning your own.