{
  "schemaVersion": 1,
  "benchmark": {
    "id": "vals-index",
    "name": "Vals Index · Vals AI",
    "version": "2 · private test set",
    "category": "general",
    "question": "Which model does the most economically valuable work?",
    "summary": "A GDP-weighted average of agentic performance across finance, coding, and legal tasks.",
    "source": {
      "name": "Vals AI",
      "url": "https://www.vals.ai/benchmarks/vals_index",
      "methodologyUrl": "https://www.vals.ai/about"
    },
    "measure": "The publisher's composite of seven evaluations, weighted by each sector's share of U.S. GDP: finance 8.0, coding 5.6, and legal 1.2, over a denominator of 14.8.",
    "comparisonRule": "Compare within index version 2. Versions 1 and 2 use different component benchmarks, so their scores are not a series.",
    "limitations": [
      "This is the publisher's composite, not an aicharts ranking. The sector weights are a deliberate simplification of how AI reaches the economy.",
      "The Code Migration component scores a fixed 60-task subset of the published 120-task run, not the full benchmark.",
      "Five of the seven components are private evaluations that no independent party can reproduce.",
      "Model names are the identifiers Vals publishes, not aicharts canonical names."
    ],
    "coverage": "charted",
    "tags": [
      "composite",
      "economic impact",
      "agentic",
      "finance",
      "legal",
      "coding",
      "GDP",
      "Vals AI",
      "independent evaluator"
    ]
  },
  "dataset": {
    "benchmarkId": "vals-index",
    "version": "2 · private test set",
    "score": {
      "label": "Accuracy",
      "unit": "%",
      "direction": "higher",
      "minimum": 0,
      "maximum": 100
    },
    "source": {
      "name": "Vals AI · Vals Index",
      "url": "https://www.vals.ai/benchmarks/vals_index",
      "retrievedAt": "2026-09-28T18:16:23.422Z",
      "revision": "vals_index v2"
    },
    "observedAt": "2026-09-27T00:00:00.000Z",
    "evidenceLabel": "Independent evaluator · private test set",
    "configurationLabel": "Model at the effort Vals selected",
    "comparabilityNote": "One publisher-defined composite. Cost is the average dollar cost of one test across the weighted components, not the cost of a task you would run. Model names are the identifiers Vals publishes, not aicharts canonical names.",
    "costLabel": "Average cost per test (USD)",
    "points": [
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        "score": 31.979,
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        "uncertainty": {
          "lower": 31.003,
          "upper": 32.955,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "alibaba/qwen3.6-plus"
          },
          {
            "label": "Standard error",
            "value": "±0.98 points"
          },
          {
            "label": "Mean latency",
            "value": "1,260 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "40.8%"
          },
          {
            "label": "EMB",
            "value": "32.9%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "53.2%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "25.6%"
          },
          {
            "label": "Code Migration",
            "value": "11.6%"
          },
          {
            "label": "Legal Research",
            "value": "14.9%"
          },
          {
            "label": "HLAB",
            "value": "1.3%"
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        ]
      },
      {
        "id": "alibaba-qwen3-7-max",
        "label": "alibaba/qwen3.7-max",
        "model": "alibaba/qwen3.7-max",
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        "uncertainty": {
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          "upper": 45.847,
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        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "alibaba/qwen3.7-max"
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          {
            "label": "Standard error",
            "value": "±1.08 points"
          },
          {
            "label": "Mean latency",
            "value": "1,782 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "57.0%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "61.0%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "47.7%"
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          {
            "label": "Code Migration",
            "value": "12.9%"
          },
          {
            "label": "Legal Research",
            "value": "25.5%"
          },
          {
            "label": "HLAB",
            "value": "1.7%"
          }
        ]
      },
      {
        "id": "alibaba-qwen3-7-plus",
        "label": "alibaba/qwen3.7-plus",
        "model": "alibaba/qwen3.7-plus",
        "provider": "Alibaba",
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        "effort": null,
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        "uncertainty": {
          "lower": 37.474000000000004,
          "upper": 39.816,
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        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "alibaba/qwen3.7-plus"
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          {
            "label": "Standard error",
            "value": "±1.17 points"
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          {
            "label": "Mean latency",
            "value": "1,308 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "38.2%"
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          {
            "label": "EMB",
            "value": "49.3%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "52.8%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "46.4%"
          },
          {
            "label": "Code Migration",
            "value": "14.3%"
          },
          {
            "label": "Legal Research",
            "value": "16.3%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
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        ]
      },
      {
        "id": "alibaba-qwen3-8-27b",
        "label": "alibaba/qwen3.8-27b",
        "model": "alibaba/qwen3.8-27b",
        "provider": "Alibaba",
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        "effort": "xhigh",
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          "lower": 47.031,
          "upper": 49.939,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "alibaba/qwen3.8-27b"
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          {
            "label": "Standard error",
            "value": "±1.45 points"
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          {
            "label": "Mean latency",
            "value": "3,635 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "59.7%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "58.4%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "64.8%"
          },
          {
            "label": "Code Migration",
            "value": "14.0%"
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          {
            "label": "Legal Research",
            "value": "36.1%"
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          {
            "label": "HLAB",
            "value": "11.3%"
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        ]
      },
      {
        "id": "alibaba-qwen3-8-max",
        "label": "alibaba/qwen3.8-max",
        "model": "alibaba/qwen3.8-max",
        "provider": "Alibaba",
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        "effort": null,
        "score": 51.844,
        "costUsd": 3.996716,
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          "lower": 50.556000000000004,
          "upper": 53.132,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "alibaba/qwen3.8-max"
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          {
            "label": "Standard error",
            "value": "±1.29 points"
          },
          {
            "label": "Mean latency",
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          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "60.1%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "67.4%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "64.7%"
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          {
            "label": "Code Migration",
            "value": "23.2%"
          },
          {
            "label": "Legal Research",
            "value": "47.6%"
          },
          {
            "label": "HLAB",
            "value": "10.4%"
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        ]
      },
      {
        "id": "ant-ling-3-0-flash-2607",
        "label": "ant/ling-3.0-flash-2607",
        "model": "ant/ling-3.0-flash-2607",
        "provider": "Ant",
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          "upper": 22.482000000000003,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
            "value": "ant/ling-3.0-flash-2607"
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          {
            "label": "Standard error",
            "value": "±0.78 points"
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          {
            "label": "Mean latency",
            "value": "2,983 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "30.3%"
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          {
            "label": "EMB",
            "value": "25.0%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "50.2%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "2.9%"
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          {
            "label": "Code Migration",
            "value": "0.0%"
          },
          {
            "label": "Legal Research",
            "value": "0.0%"
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "ant-ling-3-0-flash-af-rc3",
        "label": "ant/ling-3.0-flash-af-rc3",
        "model": "ant/ling-3.0-flash-af-rc3",
        "provider": "Ant",
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        "effort": null,
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        "uncertainty": {
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          "upper": 33.519,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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            "label": "Standard error",
            "value": "±0.97 points"
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            "label": "Mean latency",
            "value": "1,073 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
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            "label": "Finance Agent v2",
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            "label": "EMB",
            "value": "36.8%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "50.2%"
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          {
            "label": "Vibe Code Bench",
            "value": "3.4%"
          },
          {
            "label": "Code Migration",
            "value": "2.9%"
          },
          {
            "label": "Legal Research",
            "value": "15.4%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
          }
        ]
      },
      {
        "id": "anthropic-claude-fable-5",
        "label": "anthropic/claude-fable-5",
        "model": "anthropic/claude-fable-5",
        "provider": "Anthropic",
        "harness": null,
        "effort": "max",
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        "costUsd": 28.725071,
        "uncertainty": {
          "lower": 65.008,
          "upper": 67.06400000000001,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
            "value": "anthropic/claude-fable-5"
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          {
            "label": "Standard error",
            "value": "±1.03 points"
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          {
            "label": "Mean latency",
            "value": "2,271 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "56.3%"
          },
          {
            "label": "EMB",
            "value": "73.7%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "80.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "90.4%"
          },
          {
            "label": "Code Migration",
            "value": "54.6%"
          },
          {
            "label": "Legal Research",
            "value": "49.5%"
          },
          {
            "label": "HLAB",
            "value": "11.3%"
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        ]
      },
      {
        "id": "anthropic-claude-fable-5-1",
        "label": "anthropic/claude-fable-5-1",
        "model": "anthropic/claude-fable-5-1",
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        "effort": "max",
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        "costUsd": 28.916238,
        "uncertainty": {
          "lower": 67.748,
          "upper": 69.902,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
            "value": "anthropic/claude-fable-5-1"
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          {
            "label": "Standard error",
            "value": "±1.08 points"
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          {
            "label": "Mean latency",
            "value": "4,576 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "76.7%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "85.0%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "90.3%"
          },
          {
            "label": "Code Migration",
            "value": "60.0%"
          },
          {
            "label": "Legal Research",
            "value": "55.3%"
          },
          {
            "label": "HLAB",
            "value": "6.7%"
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        ]
      },
      {
        "id": "anthropic-claude-haiku-4-5-20251001-thinking",
        "label": "anthropic/claude-haiku-4-5-20251001-thinking",
        "model": "anthropic/claude-haiku-4-5-20251001-thinking",
        "provider": "Anthropic",
        "harness": null,
        "effort": null,
        "score": 22.898,
        "costUsd": 0.697729,
        "uncertainty": {
          "lower": 22.059,
          "upper": 23.737,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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          {
            "label": "Standard error",
            "value": "±0.84 points"
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          {
            "label": "Mean latency",
            "value": "500 seconds per test"
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          {
            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "22.7%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "43.8%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "11.4%"
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          {
            "label": "Code Migration",
            "value": "7.6%"
          },
          {
            "label": "Legal Research",
            "value": "10.6%"
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          {
            "label": "HLAB",
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          }
        ]
      },
      {
        "id": "anthropic-claude-opus-4-7",
        "label": "anthropic/claude-opus-4-7",
        "model": "anthropic/claude-opus-4-7",
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        "effort": "high",
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          "upper": 57.327999999999996,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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            "label": "Standard error",
            "value": "±1.21 points"
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            "label": "Mean latency",
            "value": "1,706 seconds per test"
          },
          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "63.7%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "68.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "71.0%"
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          {
            "label": "Code Migration",
            "value": "43.9%"
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          {
            "label": "Legal Research",
            "value": "38.5%"
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "anthropic-claude-opus-4-8",
        "label": "anthropic/claude-opus-4-8",
        "model": "anthropic/claude-opus-4-8",
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        "effort": "max",
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          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Standard error",
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            "label": "Mean latency",
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            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "71.9%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "82.7%"
          },
          {
            "label": "Code Migration",
            "value": "46.9%"
          },
          {
            "label": "Legal Research",
            "value": "43.8%"
          },
          {
            "label": "HLAB",
            "value": "9.6%"
          }
        ]
      },
      {
        "id": "anthropic-claude-opus-5",
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          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Mean latency",
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          },
          {
            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "84.6%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "88.4%"
          },
          {
            "label": "Code Migration",
            "value": "56.7%"
          },
          {
            "label": "Legal Research",
            "value": "55.3%"
          },
          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "anthropic-claude-opus-5-5",
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          "label": "±1 standard error"
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            "label": "Mean latency",
            "value": "4,321 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "58.6%"
          },
          {
            "label": "EMB",
            "value": "75.9%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "87.6%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "90.3%"
          },
          {
            "label": "Code Migration",
            "value": "68.9%"
          },
          {
            "label": "Legal Research",
            "value": "50.5%"
          },
          {
            "label": "HLAB",
            "value": "3.8%"
          }
        ]
      },
      {
        "id": "anthropic-claude-sonnet-4-6",
        "label": "anthropic/claude-sonnet-4-6",
        "model": "anthropic/claude-sonnet-4-6",
        "provider": "Anthropic",
        "harness": null,
        "effort": "max",
        "score": 50.593,
        "costUsd": 8.404689,
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          "lower": 49.358000000000004,
          "upper": 51.828,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "anthropic/claude-sonnet-4-6"
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          {
            "label": "Standard error",
            "value": "±1.24 points"
          },
          {
            "label": "Mean latency",
            "value": "2,086 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "51.0%"
          },
          {
            "label": "EMB",
            "value": "60.2%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "57.3%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "51.5%"
          },
          {
            "label": "Code Migration",
            "value": "40.1%"
          },
          {
            "label": "Legal Research",
            "value": "38.5%"
          },
          {
            "label": "HLAB",
            "value": "5.0%"
          }
        ]
      },
      {
        "id": "anthropic-claude-sonnet-5",
        "label": "anthropic/claude-sonnet-5",
        "model": "anthropic/claude-sonnet-5",
        "provider": "Anthropic",
        "harness": null,
        "effort": "max",
        "score": 59.61,
        "costUsd": 11.740516,
        "uncertainty": {
          "lower": 58.463,
          "upper": 60.757,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "anthropic/claude-sonnet-5"
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          {
            "label": "Standard error",
            "value": "±1.15 points"
          },
          {
            "label": "Mean latency",
            "value": "2,746 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "53.9%"
          },
          {
            "label": "EMB",
            "value": "66.3%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "74.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "81.3%"
          },
          {
            "label": "Code Migration",
            "value": "44.1%"
          },
          {
            "label": "Legal Research",
            "value": "41.8%"
          },
          {
            "label": "HLAB",
            "value": "5.0%"
          }
        ]
      },
      {
        "id": "anthropic-claude-sonnet-5-5",
        "label": "anthropic/claude-sonnet-5-5",
        "model": "anthropic/claude-sonnet-5-5",
        "provider": "Anthropic",
        "harness": null,
        "effort": "max",
        "score": 69.219,
        "costUsd": 20.803442,
        "uncertainty": {
          "lower": 68.25699999999999,
          "upper": 70.181,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "anthropic/claude-sonnet-5-5"
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          {
            "label": "Standard error",
            "value": "±0.96 points"
          },
          {
            "label": "Mean latency",
            "value": "4,207 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "58.1%"
          },
          {
            "label": "EMB",
            "value": "75.7%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "83.1%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "92.4%"
          },
          {
            "label": "Code Migration",
            "value": "70.1%"
          },
          {
            "label": "Legal Research",
            "value": "48.1%"
          },
          {
            "label": "HLAB",
            "value": "2.9%"
          }
        ]
      },
      {
        "id": "deepseek-deepseek-v4-1-flash",
        "label": "deepseek/deepseek-v4.1-flash",
        "model": "deepseek/deepseek-v4.1-flash",
        "provider": "DeepSeek",
        "harness": null,
        "effort": "high",
        "score": 57.86,
        "costUsd": 0.303291,
        "uncertainty": {
          "lower": 56.7,
          "upper": 59.019999999999996,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "deepseek/deepseek-v4.1-flash"
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          {
            "label": "Standard error",
            "value": "±1.16 points"
          },
          {
            "label": "Mean latency",
            "value": "1,534 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "53.5%"
          },
          {
            "label": "EMB",
            "value": "57.2%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "74.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "84.7%"
          },
          {
            "label": "Code Migration",
            "value": "46.9%"
          },
          {
            "label": "Legal Research",
            "value": "41.3%"
          },
          {
            "label": "HLAB",
            "value": "6.7%"
          }
        ]
      },
      {
        "id": "deepseek-deepseek-v4-flash-0731",
        "label": "deepseek/deepseek-v4-flash-0731",
        "model": "deepseek/deepseek-v4-flash-0731",
        "provider": "DeepSeek",
        "harness": null,
        "effort": "high",
        "score": 53.568,
        "costUsd": 0.839765,
        "uncertainty": {
          "lower": 52.358,
          "upper": 54.778,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "deepseek/deepseek-v4-flash-0731"
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          {
            "label": "Standard error",
            "value": "±1.21 points"
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          {
            "label": "Mean latency",
            "value": "2,095 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
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          {
            "label": "Finance Agent v2",
            "value": "49.5%"
          },
          {
            "label": "EMB",
            "value": "57.0%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "67.0%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "74.7%"
          },
          {
            "label": "Code Migration",
            "value": "42.3%"
          },
          {
            "label": "Legal Research",
            "value": "30.3%"
          },
          {
            "label": "HLAB",
            "value": "8.3%"
          }
        ]
      },
      {
        "id": "deepseek-deepseek-v4-pro",
        "label": "deepseek/deepseek-v4-pro",
        "model": "deepseek/deepseek-v4-pro",
        "provider": "DeepSeek",
        "harness": null,
        "effort": "max",
        "score": 42.888,
        "costUsd": 0.940927,
        "uncertainty": {
          "lower": 41.693999999999996,
          "upper": 44.082,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "deepseek/deepseek-v4-pro"
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          {
            "label": "Standard error",
            "value": "±1.19 points"
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "51.6%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "50.2%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "49.9%"
          },
          {
            "label": "Code Migration",
            "value": "26.2%"
          },
          {
            "label": "Legal Research",
            "value": "23.1%"
          },
          {
            "label": "HLAB",
            "value": "3.8%"
          }
        ]
      },
      {
        "id": "deepseek-deepseek-v4-pro-0813",
        "label": "deepseek/deepseek-v4-pro-0813",
        "model": "deepseek/deepseek-v4-pro-0813",
        "provider": "DeepSeek",
        "harness": null,
        "effort": "max",
        "score": 52.368,
        "costUsd": 3.282301,
        "uncertainty": {
          "lower": 51.232,
          "upper": 53.504000000000005,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "deepseek/deepseek-v4-pro-0813"
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          {
            "label": "Standard error",
            "value": "±1.14 points"
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          {
            "label": "Mean latency",
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          },
          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "52.8%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "54.7%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "82.3%"
          },
          {
            "label": "Code Migration",
            "value": "41.5%"
          },
          {
            "label": "Legal Research",
            "value": "40.9%"
          },
          {
            "label": "HLAB",
            "value": "7.5%"
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        ]
      },
      {
        "id": "fireworks-nemotron-lightning-3p5-30b-a3b",
        "label": "fireworks/nemotron-lightning-3p5-30b-a3b",
        "model": "fireworks/nemotron-lightning-3p5-30b-a3b",
        "provider": "Fireworks AI",
        "harness": null,
        "effort": null,
        "score": 11.494,
        "costUsd": 0.09345,
        "uncertainty": {
          "lower": 10.884,
          "upper": 12.104,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "fireworks/nemotron-lightning-3p5-30b-a3b"
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          {
            "label": "Standard error",
            "value": "±0.61 points"
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          {
            "label": "Mean latency",
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          },
          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "17.0%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "10.9%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "0.0%"
          },
          {
            "label": "Code Migration",
            "value": "3.3%"
          },
          {
            "label": "Legal Research",
            "value": "2.9%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
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        ]
      },
      {
        "id": "google-gemini-3-1-flash-lite-preview",
        "label": "google/gemini-3.1-flash-lite-preview",
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        "harness": null,
        "effort": "high",
        "score": 15.457,
        "costUsd": 0.136314,
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          "lower": 15.040000000000001,
          "upper": 15.874,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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          {
            "label": "Standard error",
            "value": "±0.42 points"
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "34.1%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "0.0%"
          },
          {
            "label": "Code Migration",
            "value": "4.6%"
          },
          {
            "label": "Legal Research",
            "value": "3.4%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
          }
        ]
      },
      {
        "id": "google-gemini-3-1-pro-preview",
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        "model": "google/gemini-3.1-pro-preview",
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        "effort": "high",
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        "costUsd": 1.944534,
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          "upper": 43.076,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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            "label": "Standard error",
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          },
          {
            "label": "Code Migration",
            "value": "17.9%"
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          {
            "label": "Legal Research",
            "value": "20.7%"
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "google-gemini-3-5-flash",
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        "effort": "high",
        "score": 53.079,
        "costUsd": 2.914646,
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          "lower": 51.957,
          "upper": 54.201,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "google/gemini-3.5-flash"
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          {
            "label": "Standard error",
            "value": "±1.12 points"
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "63.5%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "74.2%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "48.7%"
          },
          {
            "label": "Code Migration",
            "value": "27.1%"
          },
          {
            "label": "Legal Research",
            "value": "30.8%"
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          {
            "label": "HLAB",
            "value": "2.5%"
          }
        ]
      },
      {
        "id": "google-gemini-3-5-flash-lite",
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        "effort": "high",
        "score": 36.711,
        "costUsd": 0.543466,
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          "upper": 37.775999999999996,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
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          {
            "label": "Standard error",
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "43.2%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "50.2%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "37.2%"
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          {
            "label": "Code Migration",
            "value": "4.9%"
          },
          {
            "label": "Legal Research",
            "value": "13.9%"
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          {
            "label": "HLAB",
            "value": "0.0%"
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        ]
      },
      {
        "id": "google-gemini-3-6-flash",
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        "effort": "high",
        "score": 55.354,
        "costUsd": 3.02952,
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          "lower": 54.262,
          "upper": 56.446,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Publisher model id",
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          {
            "label": "Standard error",
            "value": "±1.09 points"
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "65.4%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "73.8%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "64.0%"
          },
          {
            "label": "Code Migration",
            "value": "31.2%"
          },
          {
            "label": "Legal Research",
            "value": "25.0%"
          },
          {
            "label": "HLAB",
            "value": "3.3%"
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        ]
      },
      {
        "id": "google-gemini-3-7-flash",
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        "effort": "high",
        "score": 59.307,
        "costUsd": 4.169542,
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          "lower": 58.242000000000004,
          "upper": 60.372,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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          {
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            "value": "±1.06 points"
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          {
            "label": "Mean latency",
            "value": "2,593 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "59.0%"
          },
          {
            "label": "EMB",
            "value": "71.3%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "77.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "70.4%"
          },
          {
            "label": "Code Migration",
            "value": "29.0%"
          },
          {
            "label": "Legal Research",
            "value": "34.6%"
          },
          {
            "label": "HLAB",
            "value": "8.8%"
          }
        ]
      },
      {
        "id": "google-gemini-3-8-flash",
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        "effort": "high",
        "score": 62.252,
        "costUsd": 5.391952,
        "uncertainty": {
          "lower": 61.243,
          "upper": 63.261,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
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          {
            "label": "Standard error",
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            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          },
          {
            "label": "Code Migration",
            "value": "31.6%"
          },
          {
            "label": "Legal Research",
            "value": "38.9%"
          },
          {
            "label": "HLAB",
            "value": "10.0%"
          }
        ]
      },
      {
        "id": "google-gemini-3-flash-preview",
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          "upper": 30.427,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
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          {
            "label": "Standard error",
            "value": "±0.98 points"
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            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "26.0%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "53.9%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "20.2%"
          },
          {
            "label": "Code Migration",
            "value": "6.5%"
          },
          {
            "label": "Legal Research",
            "value": "18.3%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
          }
        ]
      },
      {
        "id": "grok-grok-4-20-0309-reasoning",
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        "costUsd": 0.569009,
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          "upper": 18.078,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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            "label": "Standard error",
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            "label": "Finance Agent v2",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "44.2%"
          },
          {
            "label": "Vibe Code Bench",
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          },
          {
            "label": "Code Migration",
            "value": "0.2%"
          },
          {
            "label": "Legal Research",
            "value": "13.9%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
          }
        ]
      },
      {
        "id": "grok-grok-4-3",
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        "effort": "high",
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        "costUsd": 0.676033,
        "uncertainty": {
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          "upper": 25.107,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Finance Agent v2",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          },
          {
            "label": "Code Migration",
            "value": "5.9%"
          },
          {
            "label": "Legal Research",
            "value": "15.4%"
          },
          {
            "label": "HLAB",
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          }
        ]
      },
      {
        "id": "grok-grok-4-5",
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        "model": "grok/grok-4.5",
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        "effort": "high",
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        "costUsd": 1.955641,
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          "lower": 50.211,
          "upper": 52.845,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Publisher model id",
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            "label": "Mean latency",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          },
          {
            "label": "Code Migration",
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          },
          {
            "label": "Legal Research",
            "value": "38.0%"
          },
          {
            "label": "HLAB",
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          }
        ]
      },
      {
        "id": "grok-grok-4-6",
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        "costUsd": 4.335319,
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          "lower": 57.962,
          "upper": 60.372,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Publisher model id",
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            "label": "Standard error",
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            "label": "Evaluation mode",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "44.6%"
          },
          {
            "label": "Legal Research",
            "value": "48.1%"
          },
          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "grok-grok-4-7",
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          "lower": 59.136,
          "upper": 61.294000000000004,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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          {
            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "inception-mercury-2-5",
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "kimi-kimi-k2-5-thinking",
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "kimi-kimi-k2-6",
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "kimi-kimi-k3",
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Evaluation mode",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "16.0%"
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          {
            "label": "Legal Research",
            "value": "44.2%"
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "meta-muse-spark-1-1",
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        "effort": "xhigh",
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        "costUsd": 1.250502,
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Evaluation mode",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "30.7%"
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
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      {
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        "costUsd": 1.661592,
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          {
            "label": "Evaluation mode",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "29.4%"
          },
          {
            "label": "Legal Research",
            "value": "43.8%"
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "meta-muse-spark-1-3",
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        "effort": "xhigh",
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        "costUsd": 2.899528,
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          "upper": 61.386,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "42.2%"
          },
          {
            "label": "Legal Research",
            "value": "40.9%"
          },
          {
            "label": "HLAB",
            "value": "22.1%"
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        ]
      },
      {
        "id": "meta-muse-spark-1-3-max",
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        "effort": "max",
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "48.3%"
          },
          {
            "label": "Legal Research",
            "value": "55.3%"
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          {
            "label": "HLAB",
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        ]
      },
      {
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Evaluation mode",
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            "label": "Finance Agent v2",
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          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "48.7%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "11.9%"
          },
          {
            "label": "Code Migration",
            "value": "10.0%"
          },
          {
            "label": "Legal Research",
            "value": "10.6%"
          },
          {
            "label": "HLAB",
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          }
        ]
      },
      {
        "id": "minimax-minimax-m3",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "20.9%"
          },
          {
            "label": "Legal Research",
            "value": "29.8%"
          },
          {
            "label": "HLAB",
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        ]
      },
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          "upper": 18.634,
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "4.6%"
          },
          {
            "label": "Legal Research",
            "value": "9.1%"
          },
          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "nvidia-nemotron-3-ultra-550b-a55b",
        "label": "nvidia/nemotron-3-ultra-550b-a55b",
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        "costUsd": null,
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          "upper": 28.344,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Standard error",
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            "label": "Evaluation mode",
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          },
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "50.9%"
          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "4.8%"
          },
          {
            "label": "Legal Research",
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          },
          {
            "label": "HLAB",
            "value": "0.4%"
          }
        ]
      },
      {
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        "effort": "xhigh",
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          "upper": 41.067,
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Standard error",
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            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "13.0%"
          },
          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
        "id": "openai-gpt-5-4-nano-2026-03-17",
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          "upper": 34.273,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "41.6%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "26.1%"
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          {
            "label": "Code Migration",
            "value": "14.2%"
          },
          {
            "label": "Legal Research",
            "value": "6.3%"
          },
          {
            "label": "HLAB",
            "value": "0.0%"
          }
        ]
      },
      {
        "id": "openai-gpt-5-5",
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        "effort": "xhigh",
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        "costUsd": 6.142389,
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          "lower": 56.26,
          "upper": 58.562000000000005,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Standard error",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
      {
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        "costUsd": 0.778845,
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          "upper": 60.968,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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          {
            "label": "Terminal-Bench 2.1",
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          },
          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
            "value": "36.5%"
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          {
            "label": "HLAB",
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        ]
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      {
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          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
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      {
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        "costUsd": 5.178734,
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          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
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      {
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          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
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          {
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
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      {
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          "label": "±1 standard error"
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          {
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            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        "costUsd": 7.564103,
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          "upper": 63.523,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
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          {
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          {
            "label": "Code Migration",
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
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        "costUsd": 1.280885,
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          "label": "±1 standard error"
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "46.8%"
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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          {
            "label": "Terminal-Bench 2.1",
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          {
            "label": "Vibe Code Bench",
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          {
            "label": "Code Migration",
            "value": "11.8%"
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          {
            "label": "Legal Research",
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          {
            "label": "HLAB",
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        ]
      },
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            "value": "thinkingmachines/inkling-small"
          },
          {
            "label": "Standard error",
            "value": "±1.10 points"
          },
          {
            "label": "Mean latency",
            "value": "1,373 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "41.3%"
          },
          {
            "label": "EMB",
            "value": "31.8%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "55.1%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "19.1%"
          },
          {
            "label": "Code Migration",
            "value": "13.3%"
          },
          {
            "label": "Legal Research",
            "value": "25.5%"
          },
          {
            "label": "HLAB",
            "value": "1.7%"
          }
        ]
      },
      {
        "id": "xiaomi-mimo-v2-5",
        "label": "xiaomi/mimo-v2.5",
        "model": "xiaomi/mimo-v2.5",
        "provider": "Xiaomi",
        "harness": null,
        "effort": null,
        "score": 39.91,
        "costUsd": 0.061288,
        "uncertainty": {
          "lower": 38.598,
          "upper": 41.221999999999994,
          "label": "±1 standard error"
        },
        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "xiaomi/mimo-v2.5"
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          {
            "label": "Standard error",
            "value": "±1.31 points"
          },
          {
            "label": "Mean latency",
            "value": "1,093 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "36.7%"
          },
          {
            "label": "EMB",
            "value": "55.1%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "60.7%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "42.2%"
          },
          {
            "label": "Code Migration",
            "value": "13.4%"
          },
          {
            "label": "Legal Research",
            "value": "9.1%"
          },
          {
            "label": "HLAB",
            "value": "1.7%"
          }
        ]
      },
      {
        "id": "xiaomi-mimo-v2-5-pro",
        "label": "xiaomi/mimo-v2.5-pro",
        "model": "xiaomi/mimo-v2.5-pro",
        "provider": "Xiaomi",
        "harness": null,
        "effort": null,
        "score": 40.974,
        "costUsd": 0.152141,
        "uncertainty": {
          "lower": 39.596999999999994,
          "upper": 42.351,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "xiaomi/mimo-v2.5-pro"
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          {
            "label": "Standard error",
            "value": "±1.38 points"
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          {
            "label": "Mean latency",
            "value": "1,350 seconds per test"
          },
          {
            "label": "Evaluation mode",
            "value": "Agentic · many steps allowed"
          },
          {
            "label": "Finance Agent v2",
            "value": "41.5%"
          },
          {
            "label": "EMB",
            "value": "55.2%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "57.3%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "34.1%"
          },
          {
            "label": "Code Migration",
            "value": "20.4%"
          },
          {
            "label": "Legal Research",
            "value": "15.9%"
          },
          {
            "label": "HLAB",
            "value": "2.1%"
          }
        ]
      },
      {
        "id": "xiaomi-mimo-v2-6-flash",
        "label": "xiaomi/mimo-v2.6-flash",
        "model": "xiaomi/mimo-v2.6-flash",
        "provider": "Xiaomi",
        "harness": null,
        "effort": null,
        "score": 59.584,
        "costUsd": 0.19671,
        "uncertainty": {
          "lower": 58.451,
          "upper": 60.717000000000006,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
          {
            "label": "Publisher model id",
            "value": "xiaomi/mimo-v2.6-flash"
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          {
            "label": "Standard error",
            "value": "±1.13 points"
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          {
            "label": "Mean latency",
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          },
          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
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          {
            "label": "Terminal-Bench 2.1",
            "value": "76.4%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "79.0%"
          },
          {
            "label": "Code Migration",
            "value": "40.4%"
          },
          {
            "label": "Legal Research",
            "value": "38.0%"
          },
          {
            "label": "HLAB",
            "value": "11.3%"
          }
        ]
      },
      {
        "id": "xiaomi-mimo-v2-6-pro",
        "label": "xiaomi/mimo-v2.6-pro",
        "model": "xiaomi/mimo-v2.6-pro",
        "provider": "Xiaomi",
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        "effort": null,
        "score": 59.47,
        "costUsd": 0.38918,
        "uncertainty": {
          "lower": 58.293,
          "upper": 60.647,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
            "value": "xiaomi/mimo-v2.6-pro"
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          {
            "label": "Standard error",
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          {
            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "62.9%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "67.8%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "85.2%"
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          {
            "label": "Code Migration",
            "value": "42.3%"
          },
          {
            "label": "Legal Research",
            "value": "47.1%"
          },
          {
            "label": "HLAB",
            "value": "10.8%"
          }
        ]
      },
      {
        "id": "zai-glm-5-2",
        "label": "zai/glm-5.2",
        "model": "zai/glm-5.2",
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        "effort": null,
        "score": 53.122,
        "costUsd": 4.290631,
        "uncertainty": {
          "lower": 51.938,
          "upper": 54.306,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Standard error",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "61.5%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "67.8%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "64.0%"
          },
          {
            "label": "Code Migration",
            "value": "38.8%"
          },
          {
            "label": "Legal Research",
            "value": "31.3%"
          },
          {
            "label": "HLAB",
            "value": "7.1%"
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        ]
      },
      {
        "id": "zai-glm-5-3",
        "label": "zai/glm-5.3",
        "model": "zai/glm-5.3",
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        "effort": "max",
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        "costUsd": 6.73155,
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          "upper": 58.318999999999996,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
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            "label": "Publisher model id",
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            "label": "Standard error",
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            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          },
          {
            "label": "EMB",
            "value": "56.3%"
          },
          {
            "label": "Terminal-Bench 2.1",
            "value": "71.5%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "78.1%"
          },
          {
            "label": "Code Migration",
            "value": "43.2%"
          },
          {
            "label": "Legal Research",
            "value": "49.0%"
          },
          {
            "label": "HLAB",
            "value": "8.3%"
          }
        ]
      },
      {
        "id": "zai-glm-5-3-flash",
        "label": "zai/glm-5.3-flash",
        "model": "zai/glm-5.3-flash",
        "provider": "Fireworks AI",
        "harness": null,
        "effort": "max",
        "score": 47.216,
        "costUsd": 0.992509,
        "uncertainty": {
          "lower": 45.771,
          "upper": 48.661,
          "label": "±1 standard error"
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        "sourceUrl": "https://www.vals.ai/benchmarks/vals_index",
        "details": [
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            "label": "Publisher model id",
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          {
            "label": "Standard error",
            "value": "±1.45 points"
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            "label": "Mean latency",
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          {
            "label": "Evaluation mode",
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          {
            "label": "Finance Agent v2",
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          {
            "label": "EMB",
            "value": "55.9%"
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          {
            "label": "Terminal-Bench 2.1",
            "value": "62.9%"
          },
          {
            "label": "Vibe Code Bench",
            "value": "30.8%"
          },
          {
            "label": "Code Migration",
            "value": "20.2%"
          },
          {
            "label": "Legal Research",
            "value": "45.2%"
          },
          {
            "label": "HLAB",
            "value": "6.7%"
          }
        ]
      }
    ]
  }
}
