[
  {
    "id": "dl-14-1",
    "type": "article",
    "title": "LoRA: Low-Rank Adaptation of Large Language Models",
    "author": [
      {
        "given": "Edward J.",
        "family": "Hu"
      },
      {
        "given": "Yelong",
        "family": "Shen"
      },
      {
        "given": "Phillip",
        "family": "Wallis"
      },
      {
        "given": "Zeyuan",
        "family": "Allen-Zhu"
      },
      {
        "given": "Yuanzhi",
        "family": "Li"
      },
      {
        "given": "Shean",
        "family": "Wang"
      },
      {
        "given": "Lu",
        "family": "Wang"
      },
      {
        "given": "Weizhu",
        "family": "Chen"
      }
    ],
    "container-title": "arXiv preprint",
    "issued": {
      "date-parts": [
        [
          2021
        ]
      ]
    },
    "DOI": "10.48550/arXiv.2106.09685",
    "URL": "https://arxiv.org/abs/2106.09685"
  },
  {
    "id": "dl-14-2",
    "type": "article",
    "title": "Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning",
    "author": [
      {
        "given": "Armen",
        "family": "Aghajanyan"
      },
      {
        "given": "Luke",
        "family": "Zettlemoyer"
      },
      {
        "given": "Sonal",
        "family": "Gupta"
      }
    ],
    "container-title": "arXiv preprint",
    "issued": {
      "date-parts": [
        [
          2020
        ]
      ]
    },
    "DOI": "10.48550/arXiv.2012.13255",
    "URL": "https://arxiv.org/abs/2012.13255"
  },
  {
    "id": "dl-14-3",
    "type": "article",
    "title": "A Rank Stabilization Scaling Factor for Fine-Tuning with LoRA",
    "author": [
      {
        "given": "Damjan",
        "family": "Kalajdzievski"
      }
    ],
    "container-title": "arXiv preprint",
    "issued": {
      "date-parts": [
        [
          2023
        ]
      ]
    },
    "DOI": "10.48550/arXiv.2312.03732",
    "URL": "https://arxiv.org/abs/2312.03732"
  }
]