AWhat changed
Organized model-use scenarios and multiple quality, robustness and efficiency metrics in a shared evaluation toolkit with inspectable prompts and completions.
Scientific scope
Organized model-use scenarios and multiple quality, robustness and efficiency metrics in a shared evaluation toolkit with inspectable prompts and completions. Scenario coverage remains selective and tradeoffs cannot be compressed into universal model quality. Original preprint was 2022; pinned journal revision is 2023.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Scenario coverage remains selective and tradeoffs cannot be compressed into universal model quality. Original preprint was 2022; pinned journal revision is 2023.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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