Benchmarking experiments
Pillar Calibration Scatterview
Per-Pillar Calibration Results
Academic
Global Scalar
Raw MAE0.477Cal MAE0.272Improvement42.9%Anchors16
Translation
Global Scalar
Raw MAE0.358Cal MAE0.207Improvement42.0%Anchors16
Innovation
Global Scalar
Raw MAE0.528Cal MAE0.281Improvement46.8%Anchors16
Societal
Global Scalar
Raw MAE0.512Cal MAE0.273Improvement46.8%Anchors16
Ecosystem
Global Scalar
Raw MAE0.536Cal MAE0.317Improvement40.9%Anchors16
Pillar Best
Rows: 114265Benchmark matched: 16Mean abs shift: 0.250Median abs shift: 0.250Max abs shift: 0.250
Academic
621 funders / 5 positions / 16 benchmark-matched / 16 targets
Max shift: +0.250 Shandong Center for Disease Control and Prevention
All fundersBenchmark fundersBenchmark targets
Translation
559 funders / 18 positions / 16 benchmark-matched / 16 targets
Max shift: +0.250 American Diabetes Association
All fundersBenchmark fundersBenchmark targets
Innovation
589 funders / 39 positions / 16 benchmark-matched / 16 targets
Max shift: +0.250 Zhenhai District Center for Disease Control and Prevention
All fundersBenchmark fundersBenchmark targets
Societal
591 funders / 26 positions / 16 benchmark-matched / 16 targets
Max shift: +0.250 American Diabetes Association
All fundersBenchmark fundersBenchmark targets
Ecosystem
636 funders / 8 positions / 16 benchmark-matched / 16 targets
Max shift: +0.250 National Institute of Criminology
All fundersBenchmark fundersBenchmark targets