Toolathlon vs Effective Cost
Archived chart. Historical results combine original and Verified cohorts and are excluded from IQ. Retained for reference; scores are not a consistent current-model comparison.
Toolathlon vs Effective Cost
Archived chartProofBench Benchmark ScoresArchived chart. Historical results combine benchmark versions and are excluded from IQ. Use the separately versioned ProofBench 1.1 for current comparisons.Data: Vals.aiOpen chartArchived chartFrontierSWE ScoresArchived chart. V1 Dominance retired from Composite IQ and Software Engineering; V2 mean@5 requires a separate calibration.Data: FrontierSWEOpen chartMore / ExperimentalSWE-Bench Verified Benchmark ScoresHistorical data. Vals archived cohort; retired from default Software Engineering domain. Each model's SWE-Bench Verified score. Color = provider.Data: Vals.ai, LLM StatsOpen chartArchived chartIOI Benchmark ScoresArchived chart. IOI V1 archived; V2 uses a different harness and 2024–2026 tasks.Data: Vals.ai IOIOpen chartMore / ExperimentalTerminal-Bench 2.0 Benchmark ScoresHistorical data. Superseded by 2.1 and 4.0. Legacy Terminal-Bench 2.0 scores retained for historical comparison. Color = provider.Data: Terminal-BenchOpen chartMore / ExperimentalTerminal-Bench 2.1 Benchmark ScoresHistorical data. Superseded in Programmatic Reasoning by Terminal-Bench 4.0. Each model's Terminal-Bench 2.1 pass@1 score, using Artificial Analysis as canonical and Vals.ai as fallback. Color = provider.Data: Artificial Analysis Terminal-Bench v2.1, Vals.ai Terminal-Bench 2.1, Artificial Analysis Intelligence Index v4.3.1Open chart