{
  "name": "The Latent Score",
  "release": "tli-2026-v4.1-2026-09-04b",
  "methodologyVersion": "tli-2026-v4.1",
  "dateModified": "2026-09-04",
  "publisher": "The Latent",
  "source": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b",
  "currentRankings": "https://thelatent.co/score",
  "schemaVersion": 2,
  "scale": {
    "mean": 100,
    "sd": 15,
    "unit": "points",
    "description": "Frozen calibration-cohort reference scale; not human IQ or a percentage.",
    "cohortSize": 18
  },
  "definitions": {
    "rank": "Rank by point estimate among models meeting the coverage floor; null means unranked.",
    "stabilityRange": "Published score stability range in points.",
    "domainScore": "Standard-deviation units within a domain relative to the calibration cohort. Null means no measured score; it is not zero.",
    "benchmarksUsed": "Number of results contributing to the score, not a count of independent experiments."
  },
  "domains": [
    {
      "id": "knowledge_reasoning",
      "name": "Knowledge & reasoning",
      "description": "Academic knowledge, mathematics, abstract reasoning, factuality, and long-context reasoning.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 16
    },
    {
      "id": "coding_swe",
      "name": "Coding & software engineering",
      "description": "Agentic terminal work, issue resolution, long-horizon engineering, competitive coding, and autonomous ML engineering.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 21
    },
    {
      "id": "agentic_tooluse",
      "name": "Agentic tool & computer use",
      "description": "Tool orchestration, MCP servers, business-workflow automation, browsing, and GUI computer use.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 17
    },
    {
      "id": "professional_work",
      "name": "Professional & real-world work",
      "description": "Economically valuable knowledge work: legal, finance, tax, medical, enterprise documents, and occupational workflows.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 20
    },
    {
      "id": "multimodal",
      "name": "Multimodal & vision",
      "description": "Chart, image, video, and handwriting understanding.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 8
    },
    {
      "id": "security",
      "name": "Cybersecurity",
      "description": "Vulnerability analysis and exploit development capability.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 2
    },
    {
      "id": "preference_communication",
      "name": "Preference & communication",
      "description": "Arena-style human preference, emotional intelligence, creative writing, and design preference.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 4
    }
  ],
  "methodology": "https://thelatent.co/methodology",
  "license": "https://thelatent.co/terms-service#data-usage",
  "models": [
    {
      "modelId": "fable-5-1",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/fable-5-1",
      "currentEvidenceUrl": "https://thelatent.co/score/models/fable-5-1",
      "name": "Fable 5.1",
      "provider": "Anthropic",
      "rank": 1,
      "score": 128.3,
      "stabilityRange": [
        122.7,
        134.2
      ],
      "provisional": false,
      "benchmarksUsed": 50,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 2.01,
          "benchmarksObserved": 12
        },
        {
          "domainId": "coding_swe",
          "score": 1.57,
          "benchmarksObserved": 13
        },
        {
          "domainId": "agentic_tooluse",
          "score": 1.8,
          "benchmarksObserved": 6
        },
        {
          "domainId": "professional_work",
          "score": 1.81,
          "benchmarksObserved": 15
        },
        {
          "domainId": "multimodal",
          "score": 0.22,
          "benchmarksObserved": 3
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 1.4,
          "benchmarksObserved": 1
        }
      ]
    },
    {
      "modelId": "opus-5",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/opus-5",
      "currentEvidenceUrl": "https://thelatent.co/score/models/opus-5",
      "name": "Opus 5",
      "provider": "Anthropic",
      "rank": 2,
      "score": 121.5,
      "stabilityRange": [
        114.8,
        126.4
      ],
      "provisional": false,
      "benchmarksUsed": 76,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 1.2,
          "benchmarksObserved": 16
        },
        {
          "domainId": "coding_swe",
          "score": 1.19,
          "benchmarksObserved": 18
        },
        {
          "domainId": "agentic_tooluse",
          "score": 1.27,
          "benchmarksObserved": 14
        },
        {
          "domainId": "professional_work",
          "score": 1.91,
          "benchmarksObserved": 19
        },
        {
          "domainId": "multimodal",
          "score": 0.1,
          "benchmarksObserved": 4
        },
        {
          "domainId": "security",
          "score": 0.71,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": 0.93,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "gpt-6-astra",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gpt-6-astra",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-6-astra",
      "name": "GPT-6 Astra",
      "provider": "OpenAI",
      "rank": 3,
      "score": 121.4,
      "stabilityRange": [
        110.6,
        146.7
      ],
      "provisional": false,
      "benchmarksUsed": 32,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 2.01,
          "benchmarksObserved": 9
        },
        {
          "domainId": "coding_swe",
          "score": 1.18,
          "benchmarksObserved": 7
        },
        {
          "domainId": "agentic_tooluse",
          "score": 1.4,
          "benchmarksObserved": 5
        },
        {
          "domainId": "professional_work",
          "score": 0.01,
          "benchmarksObserved": 8
        },
        {
          "domainId": "multimodal",
          "score": -0.05,
          "benchmarksObserved": 2
        },
        {
          "domainId": "security",
          "score": 3.34,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": null,
          "benchmarksObserved": 0
        }
      ]
    },
    {
      "modelId": "fable-5",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/fable-5",
      "currentEvidenceUrl": "https://thelatent.co/score/models/fable-5",
      "name": "Fable 5",
      "provider": "Anthropic",
      "rank": 4,
      "score": 118.2,
      "stabilityRange": [
        112.9,
        122.9
      ],
      "provisional": false,
      "benchmarksUsed": 84,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 1.33,
          "benchmarksObserved": 15
        },
        {
          "domainId": "coding_swe",
          "score": 1.11,
          "benchmarksObserved": 20
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.82,
          "benchmarksObserved": 15
        },
        {
          "domainId": "professional_work",
          "score": 1.1,
          "benchmarksObserved": 20
        },
        {
          "domainId": "multimodal",
          "score": 1.27,
          "benchmarksObserved": 8
        },
        {
          "domainId": "security",
          "score": 0.91,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": 1.06,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "muse-spark-1-3",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/muse-spark-1-3",
      "currentEvidenceUrl": "https://thelatent.co/score/models/muse-spark-1-3",
      "name": "Muse Spark 1.3",
      "provider": "Meta",
      "rank": 5,
      "score": 112.4,
      "stabilityRange": [
        105.6,
        119.6
      ],
      "provisional": false,
      "benchmarksUsed": 18,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 0.53,
          "benchmarksObserved": 6
        },
        {
          "domainId": "coding_swe",
          "score": 1.21,
          "benchmarksObserved": 3
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.58,
          "benchmarksObserved": 4
        },
        {
          "domainId": "professional_work",
          "score": 0.86,
          "benchmarksObserved": 3
        },
        {
          "domainId": "multimodal",
          "score": -0.12,
          "benchmarksObserved": 2
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": null,
          "benchmarksObserved": 0
        }
      ]
    },
    {
      "modelId": "gpt-5-6-sol",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gpt-5-6-sol",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-5-6-sol",
      "name": "GPT-5.6 Sol",
      "provider": "OpenAI",
      "rank": 6,
      "score": 107.8,
      "stabilityRange": [
        103.4,
        114.2
      ],
      "provisional": false,
      "benchmarksUsed": 87,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 0.7,
          "benchmarksObserved": 16
        },
        {
          "domainId": "coding_swe",
          "score": 0.74,
          "benchmarksObserved": 20
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.57,
          "benchmarksObserved": 17
        },
        {
          "domainId": "professional_work",
          "score": 0,
          "benchmarksObserved": 20
        },
        {
          "domainId": "multimodal",
          "score": 0.9,
          "benchmarksObserved": 8
        },
        {
          "domainId": "security",
          "score": 0.87,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": 0.17,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "kimi-k3",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/kimi-k3",
      "currentEvidenceUrl": "https://thelatent.co/score/models/kimi-k3",
      "name": "Kimi K3",
      "provider": "Moonshot AI",
      "rank": 7,
      "score": 105.2,
      "stabilityRange": [
        98.7,
        109.7
      ],
      "provisional": false,
      "benchmarksUsed": 75,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.06,
          "benchmarksObserved": 14
        },
        {
          "domainId": "coding_swe",
          "score": 0.18,
          "benchmarksObserved": 18
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.46,
          "benchmarksObserved": 13
        },
        {
          "domainId": "professional_work",
          "score": 0.43,
          "benchmarksObserved": 18
        },
        {
          "domainId": "multimodal",
          "score": 0.67,
          "benchmarksObserved": 6
        },
        {
          "domainId": "security",
          "score": -0.1,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": 0.93,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "glm-5-3",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/glm-5-3",
      "currentEvidenceUrl": "https://thelatent.co/score/models/glm-5-3",
      "name": "GLM-5.3",
      "provider": "Z.ai",
      "rank": 8,
      "score": 103.7,
      "stabilityRange": [
        95.2,
        108.9
      ],
      "provisional": false,
      "benchmarksUsed": 48,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.57,
          "benchmarksObserved": 10
        },
        {
          "domainId": "coding_swe",
          "score": 0.73,
          "benchmarksObserved": 15
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.42,
          "benchmarksObserved": 7
        },
        {
          "domainId": "professional_work",
          "score": 0.43,
          "benchmarksObserved": 11
        },
        {
          "domainId": "multimodal",
          "score": -0.12,
          "benchmarksObserved": 1
        },
        {
          "domainId": "security",
          "score": 0.39,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": 0.27,
          "benchmarksObserved": 2
        }
      ]
    },
    {
      "modelId": "muse-spark-1-2",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/muse-spark-1-2",
      "currentEvidenceUrl": "https://thelatent.co/score/models/muse-spark-1-2",
      "name": "Muse Spark 1.2",
      "provider": "Meta",
      "rank": 9,
      "score": 102.6,
      "stabilityRange": [
        93.4,
        107.8
      ],
      "provisional": false,
      "benchmarksUsed": 44,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.12,
          "benchmarksObserved": 9
        },
        {
          "domainId": "coding_swe",
          "score": -0.38,
          "benchmarksObserved": 7
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.35,
          "benchmarksObserved": 8
        },
        {
          "domainId": "professional_work",
          "score": 0.39,
          "benchmarksObserved": 15
        },
        {
          "domainId": "multimodal",
          "score": 0.11,
          "benchmarksObserved": 2
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 0.7,
          "benchmarksObserved": 3
        }
      ]
    },
    {
      "modelId": "gemini-3-8-flash",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gemini-3-8-flash",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gemini-3-8-flash",
      "name": "Gemini 3.8 Flash",
      "provider": "Google",
      "rank": 10,
      "score": 102.3,
      "stabilityRange": [
        93.7,
        110.5
      ],
      "provisional": false,
      "benchmarksUsed": 42,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 0.25,
          "benchmarksObserved": 10
        },
        {
          "domainId": "coding_swe",
          "score": 0.28,
          "benchmarksObserved": 12
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.06,
          "benchmarksObserved": 2
        },
        {
          "domainId": "professional_work",
          "score": -0.47,
          "benchmarksObserved": 12
        },
        {
          "domainId": "multimodal",
          "score": -1.66,
          "benchmarksObserved": 5
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 0.91,
          "benchmarksObserved": 1
        }
      ]
    },
    {
      "modelId": "grok-4-6-high",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/grok-4-6-high",
      "currentEvidenceUrl": "https://thelatent.co/score/models/grok-4-6-high",
      "name": "Grok 4.6",
      "provider": "xAI",
      "rank": 11,
      "score": 101.1,
      "stabilityRange": [
        96,
        107.8
      ],
      "provisional": false,
      "benchmarksUsed": 49,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.09,
          "benchmarksObserved": 13
        },
        {
          "domainId": "coding_swe",
          "score": 0.41,
          "benchmarksObserved": 14
        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.65,
          "benchmarksObserved": 3
        },
        {
          "domainId": "professional_work",
          "score": 0.29,
          "benchmarksObserved": 15
        },
        {
          "domainId": "multimodal",
          "score": -2.43,
          "benchmarksObserved": 2
        },
        {
          "domainId": "security",
          "score": 0.01,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": -0.58,
          "benchmarksObserved": 1
        }
      ]
    },
    {
      "modelId": "qwen-3-8-max",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/qwen-3-8-max",
      "currentEvidenceUrl": "https://thelatent.co/score/models/qwen-3-8-max",
      "name": "Qwen3.8-Max",
      "provider": "Alibaba",
      "rank": 12,
      "score": 97.3,
      "stabilityRange": [
        89.7,
        101.5
      ],
      "provisional": false,
      "benchmarksUsed": 61,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.23,
          "benchmarksObserved": 10
        },
        {
          "domainId": "coding_swe",
          "score": -0.73,
          "benchmarksObserved": 13
        },
        {
          "domainId": "agentic_tooluse",
          "score": -0.4,
          "benchmarksObserved": 9
        },
        {
          "domainId": "professional_work",
          "score": 0.05,
          "benchmarksObserved": 16
        },
        {
          "domainId": "multimodal",
          "score": 2.22,
          "benchmarksObserved": 8
        },
        {
          "domainId": "security",
          "score": -0.19,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": 0.54,
          "benchmarksObserved": 3
        }
      ]
    },
    {
      "modelId": "gemini-3-7-flash",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gemini-3-7-flash",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gemini-3-7-flash",
      "name": "Gemini 3.7 Flash",
      "provider": "Google",
      "rank": 13,
      "score": 94.1,
      "stabilityRange": [
        84.9,
        104
      ],
      "provisional": false,
      "benchmarksUsed": 52,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": 0.15,
          "benchmarksObserved": 14
        },
        {
          "domainId": "coding_swe",
          "score": -0.41,
          "benchmarksObserved": 13
        },
        {
          "domainId": "agentic_tooluse",
          "score": -1.38,
          "benchmarksObserved": 4
        },
        {
          "domainId": "professional_work",
          "score": -0.68,
          "benchmarksObserved": 14
        },
        {
          "domainId": "multimodal",
          "score": -0.03,
          "benchmarksObserved": 5
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 0.34,
          "benchmarksObserved": 2
        }
      ]
    },
    {
      "modelId": "gpt-5-6-terra",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gpt-5-6-terra",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-5-6-terra",
      "name": "GPT-5.6 Terra",
      "provider": "OpenAI",
      "rank": 14,
      "score": 93.9,
      "stabilityRange": [
        89.7,
        101.3
      ],
      "provisional": false,
      "benchmarksUsed": 64,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.28,
          "benchmarksObserved": 14
        },
        {
          "domainId": "coding_swe",
          "score": -0.01,
          "benchmarksObserved": 16
        },
        {
          "domainId": "agentic_tooluse",
          "score": -0.3,
          "benchmarksObserved": 10
        },
        {
          "domainId": "professional_work",
          "score": -0.72,
          "benchmarksObserved": 15
        },
        {
          "domainId": "multimodal",
          "score": -0.35,
          "benchmarksObserved": 3
        },
        {
          "domainId": "security",
          "score": 0.33,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": -0.66,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "sonnet-5",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/sonnet-5",
      "currentEvidenceUrl": "https://thelatent.co/score/models/sonnet-5",
      "name": "Sonnet 5",
      "provider": "Anthropic",
      "rank": 15,
      "score": 88.6,
      "stabilityRange": [
        82.3,
        94
      ],
      "provisional": false,
      "benchmarksUsed": 62,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.5,
          "benchmarksObserved": 10
        },
        {
          "domainId": "coding_swe",
          "score": -0.41,
          "benchmarksObserved": 16
        },
        {
          "domainId": "agentic_tooluse",
          "score": -1,
          "benchmarksObserved": 10
        },
        {
          "domainId": "professional_work",
          "score": -0.37,
          "benchmarksObserved": 17
        },
        {
          "domainId": "multimodal",
          "score": -0.14,
          "benchmarksObserved": 4
        },
        {
          "domainId": "security",
          "score": -3.01,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": -0.68,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "deepseek-v4-pro-max",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/deepseek-v4-pro-max",
      "currentEvidenceUrl": "https://thelatent.co/score/models/deepseek-v4-pro-max",
      "name": "DeepSeek V4 Pro",
      "provider": "DeepSeek",
      "rank": 16,
      "score": 87.8,
      "stabilityRange": [
        81.2,
        97.1
      ],
      "provisional": false,
      "benchmarksUsed": 49,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.66,
          "benchmarksObserved": 13
        },
        {
          "domainId": "coding_swe",
          "score": -1.44,
          "benchmarksObserved": 12
        },
        {
          "domainId": "agentic_tooluse",
          "score": -0.21,
          "benchmarksObserved": 9
        },
        {
          "domainId": "professional_work",
          "score": -0.92,
          "benchmarksObserved": 13
        },
        {
          "domainId": "multimodal",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "security",
          "score": 0.59,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": -0.53,
          "benchmarksObserved": 1
        }
      ]
    },
    {
      "modelId": "gpt-5-6-luna",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/gpt-5-6-luna",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-5-6-luna",
      "name": "GPT-5.6 Luna",
      "provider": "OpenAI",
      "rank": 17,
      "score": 86.2,
      "stabilityRange": [
        82.1,
        93.5
      ],
      "provisional": false,
      "benchmarksUsed": 61,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -0.9,
          "benchmarksObserved": 14
        },
        {
          "domainId": "coding_swe",
          "score": -0.35,
          "benchmarksObserved": 13
        },
        {
          "domainId": "agentic_tooluse",
          "score": -0.99,
          "benchmarksObserved": 9
        },
        {
          "domainId": "professional_work",
          "score": -0.89,
          "benchmarksObserved": 15
        },
        {
          "domainId": "multimodal",
          "score": -0.45,
          "benchmarksObserved": 4
        },
        {
          "domainId": "security",
          "score": -0.09,
          "benchmarksObserved": 2
        },
        {
          "domainId": "preference_communication",
          "score": -1.21,
          "benchmarksObserved": 4
        }
      ]
    },
    {
      "modelId": "deepseek-v4-flash",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/deepseek-v4-flash",
      "currentEvidenceUrl": "https://thelatent.co/score/models/deepseek-v4-flash",
      "name": "DeepSeek V4 Flash",
      "provider": "DeepSeek",
      "rank": 18,
      "score": 72.5,
      "stabilityRange": [
        67,
        81.9
      ],
      "provisional": false,
      "benchmarksUsed": 49,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -1.23,
          "benchmarksObserved": 14
        },
        {
          "domainId": "coding_swe",
          "score": -1.56,
          "benchmarksObserved": 12
        },
        {
          "domainId": "agentic_tooluse",
          "score": -2.21,
          "benchmarksObserved": 8
        },
        {
          "domainId": "professional_work",
          "score": -1.62,
          "benchmarksObserved": 11
        },
        {
          "domainId": "multimodal",
          "score": -0.12,
          "benchmarksObserved": 1
        },
        {
          "domainId": "security",
          "score": -0.41,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": -2.14,
          "benchmarksObserved": 2
        }
      ]
    },
    {
      "modelId": "qwen-3-8-27b",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v4.1-2026-09-04b/qwen-3-8-27b",
      "currentEvidenceUrl": "https://thelatent.co/score/models/qwen-3-8-27b",
      "name": "Qwen3.8-27B",
      "provider": "Alibaba",
      "rank": 19,
      "score": 70.7,
      "stabilityRange": [
        61.8,
        80.8
      ],
      "provisional": false,
      "benchmarksUsed": 44,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
          "score": -2.14,
          "benchmarksObserved": 9
        },
        {
          "domainId": "coding_swe",
          "score": -2.51,
          "benchmarksObserved": 10
        },
        {
          "domainId": "agentic_tooluse",
          "score": -0.94,
          "benchmarksObserved": 5
        },
        {
          "domainId": "professional_work",
          "score": -1.26,
          "benchmarksObserved": 13
        },
        {
          "domainId": "multimodal",
          "score": 0.25,
          "benchmarksObserved": 5
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": -1.93,
          "benchmarksObserved": 2
        }
      ]
    }
  ]
}