"benchmaxx" meaning in English

{
  "etymology_templates": [
    {
      "args": {
        "1": "en",
        "id": "AI"
      },
      "expansion": "",
      "name": "etymon"
    },
    {
      "args": {
        "1": "en",
        "2": "benchmark",
        "3": "-maxx"
      },
      "expansion": "benchmark + -maxx",
      "name": "suffix"
    }
  ],
  "etymology_text": "From benchmark + -maxx.",
  "forms": [
    {
      "form": "benchmaxxes",
      "tags": [
        "present",
        "singular",
        "third-person"
      ]
    },
    {
      "form": "benchmaxxing",
      "tags": [
        "participle",
        "present"
      ]
    },
    {
      "form": "benchmaxxed",
      "tags": [
        "participle",
        "past"
      ]
    },
    {
      "form": "benchmaxxed",
      "tags": [
        "past"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {},
      "expansion": "benchmaxx (third-person singular simple present benchmaxxes, present participle benchmaxxing, simple past and past participle benchmaxxed)",
      "name": "en-verb"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "verb",
  "senses": [
    {
      "categories": [
        {
          "kind": "other",
          "name": "English entries with incorrect language header",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "English terms suffixed with -maxx",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "Pages with 1 entry",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "Pages with entries",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "langcode": "en",
          "name": "Artificial intelligence",
          "orig": "en:Artificial intelligence",
          "parents": [],
          "source": "w"
        }
      ],
      "examples": [
        {
          "bold_text_offsets": [
            [
              39,
              51
            ]
          ],
          "ref": "2025 December 15, Ben Dickson, “Why AI benchmarks are broken”, in TechTalks, archived from the original on 07 Mar 2026:",
          "text": "There are different ways companies are benchmaxxing. Some of them are outright cheating, like directly training on benchmarks.",
          "type": "quotation"
        },
        {
          "bold_text_offsets": [
            [
              15,
              27
            ]
          ],
          "ref": "2025 December 19, Andrej Karpathy, “2025 LLM Year in Review”, in karpathy.bearblog.dev, archived from the original on 21 Feb 2026:",
          "text": "In the typical benchmaxxing process, teams in LLM labs inevitably construct environments adjacent to little pockets of the embedding space occupied by benchmarks and grow jaggies to cover them. Training on the test set is a new art form.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "To optimize a AI model's performance on a specific benchmark instead of general capability."
      ],
      "id": "en-benchmaxx-en-verb-1ahf~n9y",
      "links": [
        [
          "artificial intelligence",
          "artificial intelligence"
        ],
        [
          "derogatory",
          "derogatory"
        ],
        [
          "AI",
          "AI#Noun"
        ],
        [
          "benchmark",
          "benchmark#Noun"
        ],
        [
          "capability",
          "capability#Noun"
        ]
      ],
      "qualifier": "artificial intelligence",
      "raw_glosses": [
        "(artificial intelligence, informal, derogatory) To optimize a AI model's performance on a specific benchmark instead of general capability."
      ],
      "tags": [
        "derogatory",
        "informal"
      ]
    }
  ],
  "sounds": [
    {
      "ipa": "/ˈbɛnt͡ʃmæks/"
    }
  ],
  "word": "benchmaxx"
}

{
  "etymology_templates": [
    {
      "args": {
        "1": "en",
        "id": "AI"
      },
      "expansion": "",
      "name": "etymon"
    },
    {
      "args": {
        "1": "en",
        "2": "benchmark",
        "3": "-maxx"
      },
      "expansion": "benchmark + -maxx",
      "name": "suffix"
    }
  ],
  "etymology_text": "From benchmark + -maxx.",
  "forms": [
    {
      "form": "benchmaxxes",
      "tags": [
        "present",
        "singular",
        "third-person"
      ]
    },
    {
      "form": "benchmaxxing",
      "tags": [
        "participle",
        "present"
      ]
    },
    {
      "form": "benchmaxxed",
      "tags": [
        "participle",
        "past"
      ]
    },
    {
      "form": "benchmaxxed",
      "tags": [
        "past"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {},
      "expansion": "benchmaxx (third-person singular simple present benchmaxxes, present participle benchmaxxing, simple past and past participle benchmaxxed)",
      "name": "en-verb"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "verb",
  "senses": [
    {
      "categories": [
        "English derogatory terms",
        "English entries with incorrect language header",
        "English informal terms",
        "English lemmas",
        "English terms suffixed with -maxx",
        "English terms with quotations",
        "English verbs",
        "Pages with 1 entry",
        "Pages with entries",
        "en:Artificial intelligence"
      ],
      "examples": [
        {
          "bold_text_offsets": [
            [
              39,
              51
            ]
          ],
          "ref": "2025 December 15, Ben Dickson, “Why AI benchmarks are broken”, in TechTalks, archived from the original on 07 Mar 2026:",
          "text": "There are different ways companies are benchmaxxing. Some of them are outright cheating, like directly training on benchmarks.",
          "type": "quotation"
        },
        {
          "bold_text_offsets": [
            [
              15,
              27
            ]
          ],
          "ref": "2025 December 19, Andrej Karpathy, “2025 LLM Year in Review”, in karpathy.bearblog.dev, archived from the original on 21 Feb 2026:",
          "text": "In the typical benchmaxxing process, teams in LLM labs inevitably construct environments adjacent to little pockets of the embedding space occupied by benchmarks and grow jaggies to cover them. Training on the test set is a new art form.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "To optimize a AI model's performance on a specific benchmark instead of general capability."
      ],
      "links": [
        [
          "artificial intelligence",
          "artificial intelligence"
        ],
        [
          "derogatory",
          "derogatory"
        ],
        [
          "AI",
          "AI#Noun"
        ],
        [
          "benchmark",
          "benchmark#Noun"
        ],
        [
          "capability",
          "capability#Noun"
        ]
      ],
      "qualifier": "artificial intelligence",
      "raw_glosses": [
        "(artificial intelligence, informal, derogatory) To optimize a AI model's performance on a specific benchmark instead of general capability."
      ],
      "tags": [
        "derogatory",
        "informal"
      ]
    }
  ],
  "sounds": [
    {
      "ipa": "/ˈbɛnt͡ʃmæks/"
    }
  ],
  "word": "benchmaxx"
}