{
  "version": 1,
  "started_at": "2026-09-28T18:23:39.153Z",
  "finished_at": "2026-09-28T18:25:27.443Z",
  "dataset_sha256": "6e80c84f5c5f7e90b194803ffab15facd1d74fb037978118554c4ee4d0e7667c",
  "methodology": {
    "suite": "code-reasoning-v1",
    "cases": 24,
    "repeats": 3,
    "warmups_per_target": 1,
    "runner": "Huawei VPS, Hong Kong",
    "order": "Sequential requests, alternating provider order by case and repeat",
    "jevify": "Public HTTPS Jevify API → Huawei MaaS DeepSeek V4.1 Flash, thinking disabled, temperature 0",
    "jev": "OpenRouter Decisions API → TypeSafe Jev 1.13",
    "cache": "Demo cache bypassed; provider-side caching may still apply",
    "scoring": "Execution/enumeration reference labels from scripts/reasoning-reference.py: exact Choice, Noul >= 0.5, Score rounded to nearest rubric level. Errors count as incorrect. Latency is successful end-to-end requests; no retries by benchmark client.",
    "limitations": "24 authored code and multi-step reasoning problems, deliberately selected to explore a general LLM’s strengths rather than Jev’s core classification workload. Labels fixed by execution or enumeration before either model ran; all cases and repeats retained without result-based selection. Three repeats are not independent examples. This is task accuracy on a selected suite, not an overall intelligence ranking. Jevify thinking is disabled. Previous math and routing suites remain available."
  },
  "summary": {
    "jevify": {
      "total": 72,
      "correct": 56,
      "errors": 0,
      "accuracy": 0.7777777777777778,
      "median_ms": 930,
      "p95_ms": 1798,
      "noul_brier": 0.13564166666666666,
      "score_mae": 0.4166666666666667,
      "by_type": {
        "Choice": {
          "correct": 15,
          "total": 24
        },
        "Score": {
          "correct": 20,
          "total": 24
        },
        "Noul": {
          "correct": 21,
          "total": 24
        }
      }
    },
    "jev": {
      "total": 72,
      "correct": 48,
      "errors": 0,
      "accuracy": 0.6666666666666666,
      "median_ms": 289,
      "p95_ms": 500,
      "noul_brier": 0.19867083333333335,
      "score_mae": 1.34375,
      "by_type": {
        "Choice": {
          "correct": 21,
          "total": 24
        },
        "Score": {
          "correct": 9,
          "total": 24
        },
        "Noul": {
          "correct": 18,
          "total": 24
        }
      }
    }
  },
  "cases": [
    {
      "id": "r01",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "Aliased nested lists",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "rows = [[0]] * 3\nrows[0].append(2)\nprint([sum(row) for row in rows])",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "[2, 0, 0]": null,
              "[2, 2, 2]": null,
              "[0, 0, 2]": null,
              "[6]": null
            }
          }
        }
      },
      "expected": "[2, 2, 2]",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: [2, 2, 2]"
    },
    {
      "id": "r02",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "Mutable default across calls",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "def collect(x, bag=[]):\n    bag.append(x)\n    return bag.copy()\nprint([collect(1), collect(2), collect(3, []), collect(4)])",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "[[1], [1, 2], [3], [1, 2, 4]]": null,
              "[[1, 2, 4], [1, 2, 4], [3], [1, 2, 4]]": null,
              "[[1], [1, 2], [1, 2, 3], [1, 2, 3, 4]]": null,
              "[[1], [2], [3], [4]]": null
            }
          }
        }
      },
      "expected": "[[1], [1, 2], [3], [1, 2, 4]]",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: [[1], [1, 2], [3], [1, 2, 4]]"
    },
    {
      "id": "r03",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "Closures: bound and unbound",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "a = [lambda: i for i in range(3)]\nb = [lambda i=i: i for i in range(3)]\nprint([f() for f in a] + [f() for f in b])",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "[2, 2, 2, 0, 1, 2]": null,
              "[0, 1, 2, 2, 2, 2]": null,
              "[0, 1, 2, 0, 1, 2]": null,
              "[2, 2, 2, 2, 2, 2]": null
            }
          }
        }
      },
      "expected": "[2, 2, 2, 0, 1, 2]",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: [2, 2, 2, 0, 1, 2]"
    },
    {
      "id": "r04",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "A consumed generator",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "g = (x * x for x in range(5))\na = next(g)\nb = sum(g)\nprint((a, b, list(g)))",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "(0, 14, [16])": null,
              "(0, 30, [])": null,
              "(0, 30, [0, 1, 4, 9, 16])": null,
              "(1, 29, [])": null
            }
          }
        }
      },
      "expected": "(0, 30, [])",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: (0, 30, [])"
    },
    {
      "id": "r05",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "Return value and finally mutation",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "def f():\n    x = [1]\n    try:\n        return x\n    finally:\n        x.append(2)\n        x = [9]\nprint(f())",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "[1]": null,
              "[1, 2]": null,
              "[9]": null,
              "None": null
            }
          }
        }
      },
      "expected": "[1, 2]",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: [1, 2]"
    },
    {
      "id": "r06",
      "category": "Choice",
      "domain": "Code reasoning",
      "title": "Exception flow through finally",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "def f():\n    log = []\n    try:\n        log.append(\"A\")\n        raise ValueError()\n    except ValueError:\n        log.append(\"B\")\n        return log\n    finally:\n        log.append(\"C\")\nprint(\"\".join(f()))",
          "question": "What exactly is printed?"
        },
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "AB": null,
              "ABC": null,
              "AC": null,
              "A": null
            }
          }
        }
      },
      "expected": "ABC",
      "rationale": "Reference: execute the complete displayed Python program and capture stdout. Expected stdout: ABC"
    },
    {
      "id": "r07",
      "category": "Choice",
      "domain": "Multi-step logic",
      "title": "Consistent truth-teller assignment",
      "request": {
        "model": "jev-latest",
        "state": "Each of A, B and C is either always truthful or always lying. Each makes one statement. A: \"B is a liar.\" B: \"A and C are the same type.\" C: \"A is truthful.\" Who is truthful?",
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "C only": null,
              "A and C": null,
              "A only": null,
              "B only": null
            }
          }
        }
      },
      "expected": "B only",
      "rationale": "Exhaustive enumeration of all 8 type assignments leaves (A=false, B=true, C=false)."
    },
    {
      "id": "r08",
      "category": "Choice",
      "domain": "Multi-step logic",
      "title": "Four-person ordering constraints",
      "request": {
        "model": "jev-latest",
        "state": "A, B, C and D fill four consecutive slots, one person per slot. A is after B. C is before A. D is immediately after C. B is not first. What is the order from first to last?",
        "questions": {
          "decision": {
            "type": "choice",
            "instructions": "Reason through the problem and select the exact answer. Code follows the specified language semantics.",
            "criteria": {
              "D C B A": null,
              "B C D A": null,
              "C D B A": null,
              "C B D A": null
            }
          }
        }
      },
      "expected": "C D B A",
      "rationale": "Exhaustive enumeration of all 24 permutations gives one valid order."
    },
    {
      "id": "r09",
      "category": "Noul",
      "domain": "Code reasoning",
      "title": "Independent list-comprehension rows",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "rows = [[] for _ in range(3)]\nrows[0].append(7)\nprint(rows[1])",
          "claim": "The program prints [7]."
        },
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": false,
      "rationale": "Executing the displayed program prints []; each row is a separate list."
    },
    {
      "id": "r10",
      "category": "Noul",
      "domain": "Code reasoning",
      "title": "Eager argument evaluation",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "events = []\ndef fallback():\n    events.append(\"called\")\n    return 99\nd = {\"x\": 5}\ny = d.get(\"x\", fallback())\nprint(events)",
          "claim": "fallback is called even though the key x exists."
        },
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": true,
      "rationale": "Executing the program records one call; function arguments are evaluated before get is called."
    },
    {
      "id": "r11",
      "category": "Noul",
      "domain": "Code reasoning",
      "title": "Loop else with zero iterations",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "out = []\nfor x in range(0):\n    out.append(\"loop\")\nelse:\n    out.append(\"else\")\nprint(out)",
          "claim": "The else block runs."
        },
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": true,
      "rationale": "Execution prints ['else']; no break occurs."
    },
    {
      "id": "r12",
      "category": "Noul",
      "domain": "Code reasoning",
      "title": "SQL NULL in NOT IN",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "SQL (SQLite; ordinary three-valued NULL logic)",
          "query": "WITH t(id) AS (VALUES (1),(2),(3)) SELECT id FROM t WHERE id NOT IN (2,NULL);",
          "claim": "The query returns rows with ids 1 and 3."
        },
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": false,
      "rationale": "Executed with SQLite: zero rows. For ids other than 2, NOT IN with NULL is unknown, not true."
    },
    {
      "id": "r13",
      "category": "Noul",
      "domain": "Multi-step logic",
      "title": "Quantifier inference with existence",
      "request": {
        "model": "jev-latest",
        "state": "All A are B. At least one A exists. Some B are C. Claim: these facts logically imply that some A are C.",
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": false,
      "rationale": "Countermodel on two objects: A={0}, B={0,1}, C={1}. All premises hold while A and C are disjoint."
    },
    {
      "id": "r14",
      "category": "Noul",
      "domain": "Multi-step logic",
      "title": "Half-open scheduling intervals",
      "request": {
        "model": "jev-latest",
        "state": {
          "intervals": [
            [
              0,
              3
            ],
            [
              2,
              5
            ],
            [
              3,
              6
            ],
            [
              5,
              7
            ],
            [
              6,
              8
            ]
          ],
          "rules": "Each pair is [start,end). A room can be reused at the exact end time. Every interval must be scheduled without overlap in its room.",
          "claim": "Two rooms are sufficient."
        },
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": true,
      "rationale": "Sweep over all integer event times: the maximum overlap is 2; interval partitioning therefore needs 2 rooms."
    },
    {
      "id": "r15",
      "category": "Noul",
      "domain": "Applied reasoning",
      "title": "Successive percentage changes",
      "request": {
        "model": "jev-latest",
        "state": "A product costs $80. Its price is increased by 25%, then the increased price is discounted by 20%. Claim: its final price equals its original price.",
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": true,
      "rationale": "Exact rational arithmetic: 80×(5/4)×(4/5)=80."
    },
    {
      "id": "r16",
      "category": "Noul",
      "domain": "Applied reasoning",
      "title": "Base rate versus positive result",
      "request": {
        "model": "jev-latest",
        "state": "A condition occurs in 1% of a population. A test is positive for 90% of people with the condition and 9% of people without it. A random person tests positive. Claim: the probability this person has the condition is at least 50%.",
        "questions": {
          "decision": {
            "type": "noul",
            "instructions": "Determine whether the stated claim follows from the supplied rules or code. Return the probability that the claim is true."
          }
        }
      },
      "expected": false,
      "rationale": "Bayes with exact fractions: 0.009/(0.009+0.0891) = 10/109, below 1/2."
    },
    {
      "id": "r17",
      "category": "Score",
      "domain": "Code reasoning",
      "title": "Shallow copy versus shared row",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "a = [[1], [2]]\nb = a.copy()\nb[0].append(3)\nb[1] = [9]\nprint(sum(sum(row) for row in a))",
          "question": "What integer is printed?"
        },
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 6,
      "rationale": "Reference: execute the displayed program and capture the printed integer, 6."
    },
    {
      "id": "r18",
      "category": "Score",
      "domain": "Code reasoning",
      "title": "Short-circuit side effects",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "calls = []\ndef f(x):\n    calls.append(x)\n    return x\na = f(0) and f(1)\nb = f(2) or f(3)\nc = f(4) and f(5)\nprint(len(calls))",
          "question": "What integer is printed?"
        },
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 4,
      "rationale": "Reference: execute the displayed program and capture the printed integer, 4."
    },
    {
      "id": "r19",
      "category": "Score",
      "domain": "Code reasoning",
      "title": "Nested slice order",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "a = list(range(9))\nb = a[1:8:2][::-1]\nprint(b[0] - b[-1])",
          "question": "What integer is printed?"
        },
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 6,
      "rationale": "Reference: execute the displayed program and capture the printed integer, 6."
    },
    {
      "id": "r20",
      "category": "Score",
      "domain": "Code reasoning",
      "title": "Shared iterator in zip",
      "request": {
        "model": "jev-latest",
        "state": {
          "language": "Python 3",
          "code": "it = iter(range(11))\npairs = list(zip(it, it))\nprint(len(pairs))",
          "question": "What integer is printed?"
        },
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 5,
      "rationale": "Reference: execute the displayed program and capture the printed integer, 5."
    },
    {
      "id": "r21",
      "category": "Score",
      "domain": "Multi-step logic",
      "title": "Minimum set cover",
      "request": {
        "model": "jev-latest",
        "state": {
          "sets": [
            [
              1,
              2,
              3
            ],
            [
              3,
              4
            ],
            [
              4,
              5
            ],
            [
              5,
              6
            ],
            [
              1,
              6
            ]
          ],
          "question": "What is the minimum number of these sets whose union contains all of {1,2,3,4,5,6}?"
        },
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 3,
      "rationale": "Enumerate subsets by increasing size and test their union; minimum = 3."
    },
    {
      "id": "r22",
      "category": "Score",
      "domain": "Multi-step logic",
      "title": "Counting valid task orders",
      "request": {
        "model": "jev-latest",
        "state": "Five distinct tasks A,B,C,D,E each run once in a sequence. A and B must both precede C. C must precede both D and E. How many valid sequences exist?",
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 4,
      "rationale": "Enumeration of all 120 permutations leaves 4 sequences: two orders for A/B times two orders for D/E."
    },
    {
      "id": "r23",
      "category": "Score",
      "domain": "Applied reasoning",
      "title": "Budget after a fixed reservation",
      "request": {
        "model": "jev-latest",
        "state": "A lab has $125. It must reserve $29 for shipping. Each complete kit costs $12. Kits cannot be split and shipping is paid only once. What is the maximum number of kits it can buy?",
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 8,
      "rationale": "Exact integer constraint: floor((125−29)/12)=8."
    },
    {
      "id": "r24",
      "category": "Score",
      "domain": "Applied reasoning",
      "title": "Ordered outcomes of two dice",
      "request": {
        "model": "jev-latest",
        "state": "Two ordinary six-sided dice are labeled first and second. How many ordered outcomes (first,second) have sum at least 10?",
        "questions": {
          "decision": {
            "type": "score",
            "instructions": "Compute the exact integer answer. Use the rubric level with that number; concentrate probability on that level.",
            "criteria": [
              "The exact answer is 0",
              "The exact answer is 1",
              "The exact answer is 2",
              "The exact answer is 3",
              "The exact answer is 4",
              "The exact answer is 5",
              "The exact answer is 6",
              "The exact answer is 7",
              "The exact answer is 8",
              "The exact answer is 9"
            ]
          }
        }
      },
      "expected": 6,
      "rationale": "Enumerate the 36 ordered outcomes: three give sum 10, two give sum 11, one gives sum 12; total 6."
    }
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