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v2026.1714 entries · CC-BY 4.0
Dictionary termTrack CStablev2026.2

Model fine-tune lineage

The specific portion of model lineage that records the sequence of fine-tuning operations applied to a base model: dataset, method (SFT, DPO, RLHF, LoRA), hyperparameters, and resulting checkpoint identifier.

ByCASRAI Editorial Board
· Last updated 21 May 2026

Examples

Worked examples

  • Is an instance

    A model card recording 'SFT on 200k instruction pairs, then DPO on 50k preference pairs, LoRA rank 64'.

  • Is an instance

    A fine-tune chain documented as Mistral-7B -> instruction-SFT -> domain-SFT -> safety-DPO.

Counter-examples

Looks similar, but isn't

  • Not an instance

    A base-only model with no fine-tuning history.

  • Not an instance

    A statement 'fine-tuned for our use case' without procedure details.

Editorial commentary

Fine-tune lineage is increasingly important as community fine-tuning of open-weight base models becomes routine: the same Llama base may have hundreds of community fine-tunes, each with its own behaviour and licence implications. Structured fine-tune lineage allows downstream users to make informed selections and reproduce results.

References

  • Hugging Face Hub model-card metadata schema.

Also known as

fine-tuning provenance

Machine-readable encodings

Use in your systems

JATS XML <role> element
xml
<role vocab="credit"
      vocab-identifier="https://casrai.org/dictionary/"
      vocab-term="Model fine-tune lineage"
      vocab-term-identifier="https://casrai.org/dictionary/term/model-fine-tune-lineage" />
Schema.org DefinedTerm (JSON-LD)
json
{
  "@context": "https://schema.org",
  "@type": "DefinedTerm",
  "name": "Model fine-tune lineage",
  "identifier": "https://casrai.org/dictionary/term/model-fine-tune-lineage",
  "description": "The specific portion of model lineage that records the sequence of fine-tuning operations applied to a base model: dataset, method (SFT, DPO, RLHF, LoRA), hyperparameters, and resulting checkpoint identifier.",
  "inDefinedTermSet": "https://casrai.org/dictionary/domain/ai-and-ml-research-outputs/",
  "url": "https://casrai.org/dictionary/term/model-fine-tune-lineage",
  "sameAs": [
    "fine-tuning provenance"
  ],
  "license": "https://creativecommons.org/licenses/by/4.0/"
}

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