model collapse in English

[Show JSON for postprocessed kaikki.org data shown on this page ▼] [Hide JSON for postprocessed kaikki.org data shown on this page ▲]

{
  "forms": [
    {
      "form": "model collapses",
      "tags": [
        "plural"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "~"
      },
      "expansion": "model collapse (countable and uncountable, plural model collapses)",
      "name": "en-noun"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
  "senses": [
    {
      "categories": [
        {
          "kind": "other",
          "name": "English entries with incorrect language header",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "Pages with 1 entry",
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        {
          "kind": "other",
          "langcode": "en",
          "name": "Machine learning",
          "orig": "en:Machine learning",
          "parents": [],
          "source": "w"
        }
      ],
      "glosses": [
        "Degradation of output quality caused by training on synthetic data."
      ],
      "id": "en-model_collapse-en-noun-Guj10YpO",
      "links": [
        [
          "machine learning",
          "machine learning"
        ],
        [
          "Degradation",
          "degradation#English"
        ],
        [
          "output",
          "output"
        ],
        [
          "quality",
          "quality"
        ],
        [
          "training",
          "training"
        ],
        [
          "synthetic",
          "synthetic"
        ],
        [
          "data",
          "data"
        ]
      ],
      "qualifier": "machine learning",
      "raw_glosses": [
        "(machine learning) Degradation of output quality caused by training on synthetic data."
      ],
      "synonyms": [
        {
          "word": "AI inbreeding"
        },
        {
          "word": "AI cannibalism"
        },
        {
          "word": "AI autophagy"
        }
      ],
      "tags": [
        "countable",
        "uncountable"
      ],
      "wikipedia": [
        "en:model collapse"
      ]
    }
  ],
  "word": "model collapse"
}

[Show JSON for raw wiktextract data ▼] [Hide JSON for raw wiktextract data ▲]

{
  "forms": [
    {
      "form": "model collapses",
      "tags": [
        "plural"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "~"
      },
      "expansion": "model collapse (countable and uncountable, plural model collapses)",
      "name": "en-noun"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
  "senses": [
    {
      "categories": [
        "English countable nouns",
        "English entries with incorrect language header",
        "English lemmas",
        "English multiword terms",
        "English nouns",
        "English uncountable nouns",
        "Pages with 1 entry",
        "Pages with entries",
        "en:Machine learning"
      ],
      "glosses": [
        "Degradation of output quality caused by training on synthetic data."
      ],
      "links": [
        [
          "machine learning",
          "machine learning"
        ],
        [
          "Degradation",
          "degradation#English"
        ],
        [
          "output",
          "output"
        ],
        [
          "quality",
          "quality"
        ],
        [
          "training",
          "training"
        ],
        [
          "synthetic",
          "synthetic"
        ],
        [
          "data",
          "data"
        ]
      ],
      "qualifier": "machine learning",
      "raw_glosses": [
        "(machine learning) Degradation of output quality caused by training on synthetic data."
      ],
      "synonyms": [
        {
          "word": "AI inbreeding"
        },
        {
          "word": "AI cannibalism"
        },
        {
          "word": "AI autophagy"
        }
      ],
      "tags": [
        "countable",
        "uncountable"
      ],
      "wikipedia": [
        "en:model collapse"
      ]
    }
  ],
  "word": "model collapse"
}

This page is a part of the kaikki.org machine-readable English dictionary. This dictionary is based on structured data extracted on 2025-08-04 from the enwiktionary dump dated 2025-08-02 using wiktextract (a681f8a and 3c020d2). The data shown on this site has been post-processed and various details (e.g., extra categories) removed, some information disambiguated, and additional data merged from other sources. See the raw data download page for the unprocessed wiktextract data.

If you use this data in academic research, please cite Tatu Ylonen: Wiktextract: Wiktionary as Machine-Readable Structured Data, Proceedings of the 13th Conference on Language Resources and Evaluation (LREC), pp. 1317-1325, Marseille, 20-25 June 2022. Linking to the relevant page(s) under https://kaikki.org would also be greatly appreciated.

"model collapse" meaning in English

Noun