{
  "name": "The Latent Score",
  "release": "tli-2026-v1.0-2026-09-10-deepseek-3",
  "methodologyVersion": "tli-2026-v1.0",
  "dateModified": "2026-09-10",
  "publisher": "The Latent",
  "source": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3",
  "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": "Models are ranked by the displayed point score once they have four contributing benchmarks across two domains. Ties use stable model-name ordering. Ranks are a current ordering, not a confidence test. Scores are published immediately without a provisional label; early scores can move substantially as evidence arrives. Contributing benchmark counts and measured domain coverage appear beside each score.",
    "stabilityRange": "The score stability range is a 95% bootstrap score interval conditional on frozen calibration and comparable evidence availability. It resamples benchmark families and evaluators and adds a frozen missing-evidence correction. It excludes selection across reasoning settings, selective publication, calibration changes and new domains. It is not a 95% guarantee about true capability or where a future score will land. Sparse or conflicting evidence can widen the range.",
    "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.",
    "reportingLimitations": "The separate reporting sensitivity range tests what happens when only the strongest or weakest standardized benchmark results are retained. It has no probability interpretation and is not combined with the score stability range. Stress-test coverage describes recovery of fuller-data scores under these deliberate masks, not real-world coverage or true intelligence. This test does not quantify the separate advantage from trying more reasoning settings."
  },
  "domains": [
    {
      "id": "knowledge_reasoning",
      "name": "Knowledge & reasoning",
      "description": "Academic knowledge, mathematics, abstract reasoning, factuality, and long-context reasoning.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 17
    },
    {
      "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": 20
    },
    {
      "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": 21
    },
    {
      "id": "multimodal",
      "name": "Multimodal & vision",
      "description": "Chart, image, video, and handwriting understanding.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 10
    },
    {
      "id": "security",
      "name": "Cybersecurity",
      "description": "Vulnerability analysis and exploit development capability.",
      "unit": "calibration-cohort standard deviations",
      "benchmarkCount": 3
    },
    {
      "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": [
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      "modelId": "gpt-6-astra",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/gpt-6-astra",
      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-6-astra",
      "name": "GPT-6 Astra",
      "provider": "OpenAI",
      "rank": 1,
      "score": 139.2,
      "stabilityRange": [
        128,
        150.2
      ],
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      "benchmarksUsed": 54,
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          "score": 1.4409,
          "benchmarksObserved": 16
        },
        {
          "domainId": "coding_swe",
          "score": 1.2181,
          "benchmarksObserved": 11
        },
        {
          "domainId": "agentic_tooluse",
          "score": 1.1357,
          "benchmarksObserved": 8
        },
        {
          "domainId": "professional_work",
          "score": 0.5945,
          "benchmarksObserved": 13
        },
        {
          "domainId": "multimodal",
          "score": 1.0828,
          "benchmarksObserved": 4
        },
        {
          "domainId": "security",
          "score": 0.9757,
          "benchmarksObserved": 1
        },
        {
          "domainId": "preference_communication",
          "score": 1.0241,
          "benchmarksObserved": 1
        }
      ]
    },
    {
      "modelId": "fable-5-1",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/fable-5-1",
      "currentEvidenceUrl": "https://thelatent.co/score/models/fable-5-1",
      "name": "Fable 5.1",
      "provider": "Anthropic",
      "rank": 2,
      "score": 134.7,
      "stabilityRange": [
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        143.8
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      "benchmarksUsed": 40,
      "domains": [
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        },
        {
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        },
        {
          "domainId": "agentic_tooluse",
          "score": 0.9218,
          "benchmarksObserved": 4
        },
        {
          "domainId": "professional_work",
          "score": 0.9135,
          "benchmarksObserved": 10
        },
        {
          "domainId": "multimodal",
          "score": 0.6678,
          "benchmarksObserved": 3
        },
        {
          "domainId": "security",
          "score": null,
          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 0.9915,
          "benchmarksObserved": 2
        }
      ]
    },
    {
      "modelId": "opus-5",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/opus-5",
      "currentEvidenceUrl": "https://thelatent.co/score/models/opus-5",
      "name": "Opus 5",
      "provider": "Anthropic",
      "rank": 3,
      "score": 129.2,
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      "provisional": false,
      "benchmarksUsed": 69,
      "domains": [
        {
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        },
        {
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        },
        {
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        },
        {
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        },
        {
          "domainId": "multimodal",
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        },
        {
          "domainId": "security",
          "score": 0.6132,
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        },
        {
          "domainId": "preference_communication",
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      ]
    },
    {
      "modelId": "fable-5",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/fable-5",
      "currentEvidenceUrl": "https://thelatent.co/score/models/fable-5",
      "name": "Fable 5",
      "provider": "Anthropic",
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        {
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        {
          "domainId": "agentic_tooluse",
          "score": 0.1988,
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        {
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        {
          "domainId": "multimodal",
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        {
          "domainId": "security",
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          "benchmarksObserved": 0
        },
        {
          "domainId": "preference_communication",
          "score": 0.5653,
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    },
    {
      "modelId": "muse-spark-1-3",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/muse-spark-1-3",
      "currentEvidenceUrl": "https://thelatent.co/score/models/muse-spark-1-3",
      "name": "Muse Spark 1.3",
      "provider": "Meta",
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      "score": 114.2,
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        125.8
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      "provisional": false,
      "benchmarksUsed": 13,
      "domains": [
        {
          "domainId": "knowledge_reasoning",
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    {
      "modelId": "deepseek-v4-1-flash",
      "evidenceUrl": "https://thelatent.co/score/releases/tli-2026-v1.0-2026-09-10-deepseek-3/deepseek-v4-1-flash",
      "currentEvidenceUrl": "https://thelatent.co/score/models/deepseek-v4-1-flash",
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      "modelId": "gpt-5-6-sol",
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      "currentEvidenceUrl": "https://thelatent.co/score/models/gpt-5-6-sol",
      "name": "GPT-5.6 Sol",
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