procedure
The 'decompose-and-formalise' framework addresses scaling and refinement issues in natural language inference by: (i) decomposing premise-hypothesis pairs into an entailment tree of atomic steps, (ii) verifying the tree bottom-up to isolate failures to specific nodes, and (iii) performing local diagnostic-guided refinement instead of regenerating the whole explanation.

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