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Chart gallery
See the same DeepSWE leaderboard through several chart types. Use the view that makes your next model decision easiest.
Snapshot: 2026-08-13T16:11:55.708636+00:00
Showing 45 leaderboard rows. Each row is a model plus its reasoning effort.
Efficiency frontier
Look for points toward the upper-left: higher pass rate with less mean cost is the strongest trade-off.
Pass rate by model
Compare quality directly, with the highest-scoring model-and-effort rows at the top.
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Cost by model
Cheapest rows rise to the top, making low-cost alternatives easy to spot before comparing their quality.
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Output tokens vs pass rate
Longer outputs can signal thoroughness or verbosity; compare that trade-off against quality rather than assuming more tokens are better.
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Cost per pass-rate point
This value ranking divides mean cost by pass-rate percentage points; shorter bars are the more economical quality wins.
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