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AA-Doomscroll: An endless, randomly shuffled feed of charts from across Artificial Analysis. Have fun. Live on the site now:
AA Rocket City won, 7-5 Nick Rodriguez: 3-4, 2B, 2RBI, R Tucker Flint: 2-4, 2B, 2RBI Juan Flores: 2-4, R Caleb Bartolero: 2-4, 2R Joel Hurtado: 6.2IP, 4G, 2R, 2ER, 1BB, 5K Camden Minacci: 1IP, 2H, 0R, 0BB Kenyon Yovan: 1IP, 0H, 0R, 1BB, 1K
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AA Rocket City won, 3-1 Jake Munroe: 2-4, Tucker Flint: 2-4, HR JJ D’Orazio: 2-3, HR Mac McCroskey: 1-3, R Austin Gordon: 7IP, 5H, 1R, 1ER, 0BB, 6K Chris Cortez: 1IP, 0H, 0R, 0BB, 1K Luke Murphy: 1IP, 0H, 0R, 0BB
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MLCR-AA is our implementation of the Wisedocs benchmark, with the following specifications: ➤ We run only the private Expert and Compound tiers, text-only and with clean context. We do not currently pad case files with filler documents, so this measures reasoning over long meaningful context rather than noise tolerance ➤ Grading uses a three-model judge panel (Gemini 3.1 Pro, Claude Opus 4.8, and GPT-5.5) and aggregates decisions via majority vote for each task and criterion. The top level score requires a response to be correct and complete by majority vote, and to pass the concision test ➤ Every question is run three times, and we report the mean across repeats ➤ Wisedocs has made various revisions to the dataset, and we use the latest version of the holdout set which was revised in August 2026 Scores on our leaderboard are therefore not directly comparable to Wisedocs' original announcement. MLCR-AA is not a component of the Artificial Analysis Intelligence Index.
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Fitch retains Qatar at ‘AA’; negative outlook unchanged
its not perfect but AA 52 feels like my functional canonical threshold even though i disagree with everything about the measurement and collection
Explore the full MLCR-AA results at To see Wisedocs' original MLCR announcement, please visit