Overall score scale
Published aggregate totals remain public, with source limits disclosed wherever historical records are incomplete.
KEMPO
Responsible evidence access
KEMPO publishes model and category scores together with individual answer scores. Full question-and-answer records and internal test evidence remain private. Qualified researchers and professionals may request controlled access to that evidence for a defined, responsible purpose.
What this page does
Use this page to see what stays public, what requires reviewed access, and how qualified researchers or professionals can request a defined evidence scope.
Public record
Published aggregate totals remain public, with source limits disclosed wherever historical records are incomplete.
Ten-category comparisons show current completed evaluation means alongside labeled historical findings.
The protocol, rubric, thresholds, category definitions, and evidence limitations remain open for scrutiny.
Scores are public. Model answers remain private.
The tables show comparative results and source notes. Public score records also include individual answer scores, evaluator names and IDs, scoring dates, scoring acknowledgements, and evaluation progress. Full response text and internal test evidence stay in the private results repository.
Controlled materials
The detailed response corpus is withheld from unrestricted public distribution.
Full prompt-response pairs and supporting test evidence require reviewed access.
Internal test reports, runtime diagnostics, and private evaluation notes remain with the controlled evidence.
Nonpublic working documents, transcripts, and source artifacts are not published as an open archive.
Ethical purpose
A model can be evaluated rigorously without using its difficult responses to ridicule the model, its engineers, or its leadership.
Raw answers can lose their context, be selectively quoted, or become material for harassment rather than learning. KEMPO therefore separates public comparative findings from controlled evidence review. The aim is to improve judgment and safety, not manufacture spectacle.
Protect controlled materials and report findings with enough context to prevent a misleading impression.
Do not use the evidence to mock, target, or rank individual engineers, leaders, evaluators, or other people.
Do not attempt to identify people from evaluator artifacts, prompts, response details, or linked context.
Do not republish, repost, or transfer detailed model responses or other controlled source material.
Report material safety findings through an agreed channel before broader publication or presentation.
Request pathway
Qualified researchers and professionals may ask to review controlled materials for a defined purpose.
Use the Get in Touch with The Wizard form on The Wizard Nexus website. A request does not guarantee approval or access.
Contact TWiNDescribe the research question, professional role, intended output, and why detailed evidence is necessary.
Identify the models, categories, and evidence needed rather than requesting an unrestricted archive.
Be prepared to document confidentiality, non-redistribution, contextual reporting, and responsible-disclosure commitments.
Each request is considered on its purpose, proportionality, safeguards, and the sensitivity of the material.
A boundary in service of inquiry