Popper-consensus · does it know when it's wrong?

Four-way controls across 20 ORKG domains

Same falsifiable-hypothesis rubric, same generation pipeline, same input corpus, four different reasoning modes. The claim: a structured knowledge compiler beats keyword stuffing, unstructured LLM free-generation, and random baselines — and does it on a corpus the author did not curate.

Domain / disciplinecompilerllm-onlykeywordrandom
Biomedical research in Psychiatric Disorders (biomedicine)
biomedicine · 10 sources · 60 claims
0.970.000.600.00
Cyclodextrin complexes to enhance drug solubilty or bioavailabilty (biomedicine)
biomedicine · 10 sources · 32 claims
0.990.000.580.00
experimental evolution (biomedicine)
biomedicine · 5 sources · 30 claims
0.98—0.590.00
Chemical sensors (chemistry)
chemistry · 10 sources · 60 claims
0.990.000.590.00
Niobium-Based Materials for Photocatalytic Solar Fuel Production (chemistry)
chemistry · 10 sources · 51 claims
0.990.000.590.00
TiO2 Photocatalysis (chemistry)
chemistry · 10 sources · 38 claims
0.98—0.600.00
empirical research in requirements engineering (computer_science)
computer_science · 10 sources · 50 claims
1.00—0.600.00
Image classification (computer_science)
computer_science · 10 sources · 49 claims
0.990.000.610.00
Semantic segmentation (computer_science)
computer_science · 10 sources · 57 claims
0.99—0.620.00
Biodiversity inventories with DNA based-tools (environmental_science)
environmental_science · 10 sources · 60 claims
0.990.000.600.00
CMIP5 (environmental_science)
environmental_science · 10 sources · 56 claims
0.970.000.600.00
Global climate modelling (environmental_science)
environmental_science · 10 sources · 56 claims
0.99—0.600.00
Mapping dopant–host combinations in ALD thin films (materials_science)
materials_science · 10 sources · 54 claims
0.99—0.580.00
Mapping precursor chemistries used in rare-earth ALD processes (materials_science)
materials_science · 10 sources · 56 claims
0.98—0.580.00
process parameters on the performance characteristics of ALD-deposited films (materials_science)
materials_science · 8 sources · 48 claims
0.98—0.600.00
CT Image Segmentation and Classification (neuroscience)
neuroscience · 8 sources · 42 claims
0.990.000.580.00
Simultaneous localization and mapping (neuroscience)
neuroscience · 9 sources · 52 claims
0.980.000.580.00
Dataset used in wind energy potential assessment (physics)
physics · 10 sources · 60 claims
0.990.000.600.00
Solar radiation prediction (physics)
physics · 10 sources · 60 claims
0.970.000.600.00
Wind speed distributions performance analysis (physics)
physics · 10 sources · 60 claims
0.99—0.600.00