thepanelist
All Glossary TermsENTRY #A-ANSWER
Glossary

Answer-similarity scoring

(Similarity gauge)

A method for measuring how alike a panel's individual answers are to each other, used to detect whether personas are giving genuinely varied responses or converging on the same one.

ClassificationCognitive Metric
Runtime EnforcementPre-Run Guard
ImplementationDeterministic Eval
Operational Definition

Measuring how alike a panel's answers actually are.

Answer-similarity scoring compares a panel's individual responses against each other and produces a score for how alike they are — a way of quantifying, rather than just eyeballing, whether a set of personas gave genuinely varied answers or converged on nearly the same one.

Technical Mechanics Breakdown

Why it matters

A high similarity score is the clearest quantitative signal of mode collapse — personas that were supposed to represent different viewpoints producing near-identical text. Without a score attached, that pattern is easy to miss when skimming a panel's individual answers one at a time.

Technical Mechanics Breakdown

How thepanelist surfaces it

thepanelist's similarity gauge scores each panel's answers on this basis and surfaces the result alongside the panel — so a collapsed, low-diversity panel is visible as a number, not something you'd only notice by reading every answer closely yourself.

Answer-similarity scoring Definition — thepanelist