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Reveal Fluid Knowledge public-release-validation-2026-09-16
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metadata
language:
  - en
task_categories:
  - question-answering
configs:
  - config_name: public-release-validation-2026-09-16
    data_files:
      - split: test
        path: epochs/public-release-validation-2026-09-16/questions.jsonl
    default: true

Fluid Knowledge

Public synthetic release-validation fixtures. These repeated arithmetic items test artifact publication and verification only; they were not authored or blindly reviewed by frontier models and are not a usable benchmark.

Each immutable epochs/<id>/manifest.json binds its published artifacts. commitment.json reveals the nonce for verification. Protocol and source attribution accompany each epoch. Pin the returned Hugging Face commit SHA for reproduction. Public retired questions cannot be used for new official runs.