ResearchBenchmarksInstruction Following on LiveBench IFEvalInstruction Following on LiveBench IFEvalFollow100QualityOkshot79.284.69095.4Jun 25, 2026Evaluation resultsMethodMethodLinksQualityCost ($)Error Rate ReductionOkshotk-shot=10k-shot=102026.061000.269100Okshotk=1k=12026.0692.70.02763.4Otruealpha=1alpha=12026.0687.4—36.9SOTA LLM2026.06800.003—SOTA LLM2026.0680——SOTA LLM2026.06800.003—