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2 results for “segment-level”
SPIN Processed News Frame: The Hype
From Monolithic to Modular: Segment-level Automatic Prompt Optimization
Researchers introduced SAPO, a segment-level automatic prompt optimization method that decomposes prompts into functional components and iteratively refines them using LLM-based diagnosis and constrained synthesis, outperforming prior APO baselines across five diverse benchmarks.
Spin 45% Claim Present in Source AI Risk Moderate
arXiv Artificial Intelligence
Aug 13, 2026
SPIN Processed News Frame: The Hype
Know When to Stop: Segment-Level Credit Assignment for Reducing Overthinking
Researchers propose a method to reduce overthinking in language models by assigning credit to intermediate answer commitments.
Spin 70% Claim Present in Source AI Risk Moderate
arXiv Computation and Language
Published Jul 2, 2026 · Analyzed Jul 5, 2026