LinkReal Rankings
Data comes from official technical reports and public third-party evaluation suites
No overfitting gloss
Traceable sources
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Ranking methodology notes:
Ranking rule — Only models with at least 2 evaluation categories or 3+ results are ranked. Sparse coverage is excluded to avoid false precision. Overall scores are weighted and boosted by coverage.
Score normalization — Different evaluation sources use different scales. Scores are now normalized to 0-100 before aggregation so ELO-style results no longer dominate the overall result.
T1 primary evaluations — SWE-bench Verified、Aider Polyglot、LiveCodeBench、Chatbot Arena。
Independent third-party evaluations with strong alignment to real-world usage.
T2 secondary evaluations — MMLU-Pro、MATH-500、BigCodeBench。
Useful context, but not enough on their own for final tool selection.
Vendor-reported — Scores reported in vendor technical reports, sometimes using favorable prompts or multiple attempts
Third-party tested — Measured by independent evaluators and generally more trustworthy than vendor self-reporting
Detail pages keep results grouped by source authority so you can judge selections more precisely.
Ranking rule — Only models with at least 2 evaluation categories or 3+ results are ranked. Sparse coverage is excluded to avoid false precision. Overall scores are weighted and boosted by coverage.
Score normalization — Different evaluation sources use different scales. Scores are now normalized to 0-100 before aggregation so ELO-style results no longer dominate the overall result.
T1 primary evaluations — SWE-bench Verified、Aider Polyglot、LiveCodeBench、Chatbot Arena。
Independent third-party evaluations with strong alignment to real-world usage.
T2 secondary evaluations — MMLU-Pro、MATH-500、BigCodeBench。
Useful context, but not enough on their own for final tool selection.
Vendor-reported — Scores reported in vendor technical reports, sometimes using favorable prompts or multiple attempts
Third-party tested — Measured by independent evaluators and generally more trustworthy than vendor self-reporting
Detail pages keep results grouped by source authority so you can judge selections more precisely.