ResearchBenchmarksIntKnowledge on IntKnowledge Production (test)IntKnowledge on IntKnowledge Production (test)Follow82.7F1 ScoreOLD76.87678.38879.981.412Jun 29, 2026Evaluation resultsMethodMethodLinksF1 ScoreDeployment DeltaOLDDescription type=Pre-e...Description type=Pre-existing system baseline2026.0682.7—NEWPipeline=automated des...Pipeline=automated description optimization pipeline, Optimization=trainmax, standard2026.06811.7HUMANDescription type=Human...Description type=Human-written2026.0679.4—INITDescription type=Initi...Description type=Initial LLM description (iter-0)2026.0677.1—