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Changelog

0.1.0 — first public release

Initial public release of TACET, the reference implementation for the paper "Cost-Amortised Reasoning via Self-Distilling Neuro-Symbolic Cascades: From Knowledge-Graph QA to Regulatory-Compliance Checking."

  • Sound Datalog reasoning with machine-checkable proof trees (tacet.core.symbolic)
  • Causal utility functions — Pearl-framework back-door / front-door / IV detection and counterfactuals over a discrete SCM; library helpers, not integrated into the cascade (tacet.core.causal)
  • Bi-temporal reasoning with Allen interval relations (tacet.core.temporal)
  • Online distillation of teacher knowledge into Datalog-checkable Horn rules (tacet.distill)
  • Three-tier cascade with KGE link prediction and LLM teachers (tacet.cascade, tacet.kge, tacet.llm)
  • Auditability evaluation and ProofWriter / synthetic-KGQA benchmarks (tacet.eval, tacet.data)
  • tacet.experimental: a graph forward-dynamics forecaster retained as a documented negative result (not a core contribution)