textual-entailment-three-outcomes

IN premiseentries/2026/06/21/wiki-Natural_language_processing-chunk-2.md

Created 2026-06-21T09:50:10+00:00

Textual entailment has three possible outcomes: entails, contradicts, or neutral — not just true/false

Summary

When the system compares two pieces of text, the relationship is not a simple yes-or-no. A statement can be supported by the text, directly contradicted by it, or simply unrelated to it — and treating "unrelated" the same as "contradicted" would lead to false conclusions. This three-way split forces the system to distinguish between "the evidence goes against this" and "the evidence just doesn't address it."