SPIN Unprocessed October 26, 2026 ai_technology research
Rethinking Structured Generation: Can Graph-Based Reasoning Resolve Ambiguity?
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arXiv:2610.31681v1 Announce Type: new Abstract: Structured generation is typically formulated as a deterministic mapping from input to a single structured output. This assumption is fundamentally misaligned with natural language, which often admits multiple structurally distinct yet semantically valid interpretations. As a result, existing methods rely on single-reference supervision that collapses ambiguity into one prediction, leading to unstable and inconsistent outputs under underspecified i
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