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simpo-training

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.

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Install

armory install simpo-training --cli claude

writes the skill into.claude/skills/simpo-training/SKILL.mdListed as compatible

Configuration
# fetches the source and writes it to:
.claude/skills/simpo-training/SKILL.md

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

What it is

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.

When to use it

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.

How to install / invoke

# Copy the skill into your .claude/skills/ directory
curl -sL https://raw.githubusercontent.com/davila7/claude-code-templates/main/cli-tool/components/skills/ai-research/post-training-simpo/SKILL.md -o .claude/skills/post-training-simpo/SKILL.md

Notes

Extracted from davila7/claude-code-templates, post-training-simpo category.