CLUTRR · kinship reasoning

bicyclic-kinship

Steve Ball

A sound, set-valued model of relational composition that derives its rules from opaque symbols instead of learning weights. On the CLUTRR benchmark it reaches the level of the best published systems, and it says when a question has more than one answer.

• Who Is Your Daughter's Grandfather?

  Start here. A plain-language explainer: the model, all six CLUTRR datasets, depth to 10,000 steps, related work and open questions.

• Deriving Composition Laws, and Trying to Break Them

  The technical companion: the mathematics, every measurement, the stress tests, the corrections, and how the work was checked against the literature.

Code, tests and data instructions: github.com/SteveSolvesProblems/bicyclic-kinship
Cite: doi:10.5281/zenodo.23071497