What happens when information theory accounts for reasoning?

IBM researchers publish a paper in PNAS proposing an information theory framework that accounts for reasoning and deduction. The work extends Shannon's focus on transmission efficiency to include semantic value and inference capabilities. No software artifacts, models, or datasets are released alongside the publication.