benchmarks: add Artificial Analysis snapshot and placeholder M3.1-Flash estimate
- artificial-analysis/2026-10-13.csv: Anthropic, Qwen, MiniMax-M3 rows with cost per task and derived cost per intelligence point - minimax-m3-1-flash-unverified.md: operator-supplied KingBench figures, unverified - estimates.csv: TODO placeholder for M3.1 Flash (0.9x M3 cost, index scaled by KingBench ratio) -- replace with measured/published values
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benchmarks/minimax-m3-1-flash-unverified.md
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benchmarks/minimax-m3-1-flash-unverified.md
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# MiniMax-M3.1-Flash-Preview — ad-hoc, UNVERIFIED figures
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Supplied by the operator on 2026-10-13 with no source URL. Not from Artificial Analysis (the model is not on
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that leaderboard yet — see `artificial-analysis/README.md`). Do not use for registry scores until confirmed.
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| Item | Figure | Note |
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|---|---|---|
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| KingBench 3, M3.1 Flash | 66.25% (53/80) | "community and third-party testing"; arithmetic checks (53/80 = 66.25%) |
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| KingBench 3, M3 baseline | 31.25% (25/80) | arithmetic checks; the source also mentions "alternative baseline figures depending on the evaluation set" |
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| M3 SWE-bench Pro | ~59% | reference baseline for M3, described as official |
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| M3 "Browse.com" | 83.5 | benchmark name looks mistyped (BrowseComp?) — confirm before citing |
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| M3 Terminal Bench 2.1 | "strong" | no number given |
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Caveats: unknown effort level for the KingBench runs (Flash always thinks; server default is max); KingBench 3 is
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small (80 items) so one item is 1.25 points; none of these figures share a scale with the AA Intelligence Index
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(M3 = 29 there), so they cannot be mixed into one cost-per-intelligence figure.
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## TODO(revisit) — placeholder estimate in use (2026-10-13)
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`estimates.csv` carries a stop-gap row for M3.1 Flash: cost per task = 90% of M3's ($0.51 -> $0.46) and
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intelligence index = M3's AA index (29) scaled by the KingBench-3 ratio (66.25/31.25 = 2.12) = 61.5. That index
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would rank it above Claude Opus 5.5 max (58), which is implausible for a Flash-class model — treat both numbers as
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rough placeholders. Replace with (a) the Artificial Analysis row when the model is listed, or (b) our own measured
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cost per task at each effort level (fixed task set via `ask-minimax-run --output-format json`).
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