Qborfy AI

Jun 16, 2026 · Artificial Intelligence

LLM Sampling Parameter Tuning: Best Practices for Temperature, Top‑p, Top‑k, and Min‑p

This guide explains how temperature, top_p, top_k, and min_p control LLM output, compares their effects, warns against common pitfalls, and provides concrete configuration recommendations and step‑by‑step tuning workflows for tasks such as code generation, QA, dialogue, translation, and creative writing.