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Papers about model merging

updated Feb 13, 2024

referenced in the mergekit repo: https://github.com/cg123/mergekit

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14

  • Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

    Paper • 2203.05482 • Published Mar 10, 2022 • 6

    Note Linear merging


  • Editing Models with Task Arithmetic

    Paper • 2212.04089 • Published Dec 8, 2022 • 6

    Note Task Arithmetic


  • Resolving Interference When Merging Models

    Paper • 2306.01708 • Published Jun 2, 2023 • 14

    Note TIES


  • Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch

    Paper • 2311.03099 • Published Nov 6, 2023 • 28

    Note DARE

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