Tag: LLM output control

How to Use Logit Bias and Token Banning in LLMs Without Retraining

Learn how to use logit bias and token banning to control LLM outputs without retraining. Discover technical implementation steps, bias value strategies, and how to avoid common tokenization pitfalls.

Constrained Decoding for LLMs: How JSON, Regex, and Schema Control Improve Output Reliability

Learn how constrained decoding ensures LLMs generate valid JSON, regex, and schema-compliant outputs-without manual fixes. See when it helps, when it hurts, and how to use it right.