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thaki-AI/
daily-paper-2026-08-12-format-determinism-tier-decay

cc-by-4.0

structured-output

format-compliance

code-owned-validation

llm-batch-pipeline

model-tier-routing

cost-quality-tradeoff

instruction-following

llm-agents

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	Code-Owned Validation vs Prompt-Only Formatting: Measuring Structured-Output Compliance Decay Across LLM Model Tiers in Batch Content Pipelines

TL;DR — In production batch pipelines, 33 identical mid-tier workers produced 5 incompatible shapes for one boolean signal, 4 interchangeable status strings, and unparseable JSON — despite a small, fixed instruction set. This paper shows why: format freedom is an axis orthogonal to rule count, and a code-owned validator with targeted… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-08-12-format-determinism-tier-decay.