{
  "id": "skill-area:general-knowledge-reasoning",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-benchmark-coverage.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "General Knowledge Reasoning",
    "description": "Broad-domain question answering and reasoning across STEM, humanities,\nand professional subjects — multi-choice and short-answer formats.\nCovers the MMLU and GPQA classes of knowledge benchmarks.\n",
    "domains": [
      "domain:software-engineering"
    ],
    "expertiseLevels": [
      "novice",
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:general-knowledge-reasoning",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "benchmark:fin-bench",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:m-mmlu",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:flores-200",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:xnli",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:lmsys-arena",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:hle",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "partial",
          "weight": 0.2
        }
      }
    },
    {
      "from": "benchmark:bbh",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "partial",
          "weight": 0.4
        }
      }
    },
    {
      "from": "benchmark:mt-bench",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {}
    },
    {
      "from": "benchmark:mmlu",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "covers",
      "attributes": {
        "attributes": {
          "coverage": "full",
          "weight": 0.1
        }
      }
    },
    {
      "from": "skill-area:software-development",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--general-knowledge-reasoning",
      "to": "skill-area:general-knowledge-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}