"Return JSON only" doesn't force JSON. Here's what actually forces it.

1. 1Distinguish between instruction-following and constrained decoding mechanisms in LLMs
2. 2Evaluate the impact of these mechanisms on pipeline output quality
3. 3Design pipelines that account for the differences between instruction-following and constrained decoding
4. 4Test and refine pipeline configurations to optimize output quality
5. 5Apply constrained decoding to control output structure and format

NLP engineers and researchers working with LLMs can benefit from understanding the distinction between instruction-following and constrained decoding to improve pipeline design and output quality

💡 Instruction-following and constrained decoding are distinct mechanisms in LLMs that require careful consideration in pipeline design to ensure high-quality output

Instruction-following vs constrained decoding in LLMs: what's the difference and why it matters for pipeline design #LLMs #NLP