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Benchmarks · coding

Real-SWE (Specific Labs)

Resolution rate of coding agents on private, licensed enterprise codebases, published as pass@1 over eight runs per task on a ten-task sample. Maintained by Specific Labs. Score: Resolution rate = pass@1 correctness averaged over eight independent runs per task, with a published 95% confidence interval.

8 models · 8 results · data as of 2026-10-29 · withspecific.com ↗

Leaderboard

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8 of 8 selected
Fable 5.1 max

All results

8 rows
#ModelEffortReal-SWE (Specific Labs)Harness
1Fable 5.1max38.8%Claude Code
2GPT-6 Astramax33.8%Codex CLI
3Gemini 3.8 Flashmax31.3%Gemini CLI
4GLM 5.3max28.8%Claude Code
5Grok 4.6max23.8%Grok Build
6Muse Spark 1.3max23.8%Muse Code
7Kimi K3max18.8%Kimi Code
8GPT-5.6 Solmax16.3%Codex CLI