Reported model / MODEL EVIDENCE

Hy4 Preview

24 benchmarks · 26 observations · 26 sources

Scores at a glance

24 benchmarks · large dot: Hy4 Preview; small dots: closest models where reported

STEMBench ↗2.586 / 4
2.172.68

Hy4 Preview · STEMBench120 · mean progress / 4 · closed ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

15.2 percentile-point gap

19 of 23 shared benchmark comparisons

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. STEMBench — Six-Domain Model Evaluation | Ulam ↗

    Ulam

  2. BioMysteryBench — evaluation methodology and results ↗

    Vals AI · 2026

  3. Code Migration v1 — evaluation methodology and results ↗

    Vals AI · 2026

  4. Code Migration — evaluation methodology and results ↗

    Vals AI · 2026

  5. CyberBench — evaluation methodology and results ↗

    Vals AI · 2026

  6. Excel Modeling Benchmark v1 — evaluation methodology and results ↗

    Vals AI · 2026

  7. Excel Modeling Benchmark — evaluation methodology and results ↗

    Vals AI · 2026

  8. Finance Agent v2 — evaluation methodology and results ↗

    Vals AI · 2026

  9. Finance Agent — evaluation methodology and results ↗

    Vals AI · 2026

  10. Vals Finance Index — evaluation methodology and results ↗

    Vals AI · 2026

  11. HLAB-Vals-1.1 — evaluation methodology and results ↗

    Vals AI · 2026

  12. Harvey's Legal Agent Benchmark v1 — evaluation methodology and results ↗

    Vals AI · 2026

  13. IOI — evaluation methodology and results ↗

    Vals AI · 2026

  14. LegalBench — evaluation methodology and results ↗

    Vals AI · 2026

  15. Vals Legal Index — evaluation methodology and results ↗

    Vals AI · 2026

  16. Legal Research Bench — evaluation methodology and results ↗

    Vals AI · 2026

  17. MedCode — evaluation methodology and results ↗

    Vals AI · 2026

  18. MedScribe — evaluation methodology and results ↗

    Vals AI · 2026

  19. ProgramBench — evaluation methodology and results ↗

    Vals AI · 2026

  20. ProofBench — evaluation methodology and results ↗

    Vals AI · 2026

  21. Public Benefits Bench — evaluation methodology and results ↗

    Vals AI · 2026

  22. SRE Bench — evaluation methodology and results ↗

    Vals AI · 2026

  23. Tax Agent Bench — evaluation methodology and results ↗

    Vals AI · 2026

  24. Terminal-Bench 4.0 — evaluation methodology and results ↗

    Vals AI · 2026

  25. Vals Index — evaluation methodology and results ↗

    Vals AI · 2026

  26. Vibe Code Bench — evaluation methodology and results ↗

    Vals AI · 2026

Names used in source tables

Hy4 Preview · Hy4 Preview (Mini-SWE-agent) · Hy4 Preview (OpenHands)