Individual skill
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.
tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/post-training-simpo/SKILL.md
Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 8, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,970
- Repository last updated
- Nov 7, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- cli Repository topic
- developer-tools Repository topic
- rust Repository topic
- post-training Declared skill tag
- simpo Declared skill tag
- preference-optimization Declared skill tag
- alignment Declared skill tag
- dpo-alternative Declared skill tag
- reference-free Declared skill tag
- llm-alignment Declared skill tag
- efficient-training Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesSKILL.mdcore · 5,916 bytesreferences/datasets.mddoc · 10,889 bytesreferences/hyperparameters.mddoc · 8,502 bytesreferences/loss-functions.mddoc · 7,067 bytes
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