SkillCheckCategoriesMethodology

simpo-training 91/100

Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when want simpler, faster training than DPO/PPO.

no risky patterns detected

Type: Agent skill (SKILL.md) · Category: LLM & Model APIs · Source: https://github.com/dabit3/sonic-agent/tree/HEAD/optional-skills/mlops/simpo

Score breakdown

Capabilities (fewer powerful permissions = higher)50/50
Maintenance26/35
Documentation15/15

Why this score

Always review files before installing. How scores work. Request a correction

Weekly: new skills & MCP servers, scored.