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                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
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              },
              "content": "\n\nThe methyl radical has one unpaired electron coupled to:\n\n- \\(^{13}\\text{C}\\): \\(I = \\tfrac{1}{2}\\), giving \\(2I+1 = 2\\) lines.\n- Three equivalent \\(^1\\text{H}\\) nuclei: each \\(I = \\tfrac{1}{2}\\), giving a quartet, \\(4\\) lines.\n\nWith no overlap, total lines = \\(2 \\times 4 = 8\\).\n\nFINAL=B",
              "content_chars": 290,
              "content_excerpt": "\n\nThe methyl radical has one unpaired electron coupled to:\n\n- \\(^{13}\\text{C}\\): \\(I = \\tfrac{1}{2}\\), giving \\(2I+1 = 2\\) lines.\n- Three equivalent \\(^1\\text{H}\\) nuclei: each \\(I = \\tfrac{1}{2}\\), g",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 4729.870799987111,
              "reasoning_chars": 760,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Question: Predict number of lines in EPR spectrum of solution of 13C-labelled methyl radical (13CH3 radical), assuming lines do not overlap.\n\nWe need deter",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 215,
              "status": "passed",
              "text_checks": [
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                  "name": "answer",
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              "usage": {
                "completion_tokens": 325,
                "completion_tokens_details": {
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                },
                "prompt_tokens": 157,
                "prompt_tokens_details": null,
                "total_tokens": 482
              }
            }
          ],
          "id": "mmlu-pro-25-chemistry",
          "pass_count": 3,
          "pass_rate": 1.0,
          "required_pass_rate": 1.0,
          "status": "passed",
          "validator": "deterministic_text_checks"
        },
        {
          "attempt_count": 3,
          "attempts": [
            {
              "attempt": 1,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\((A+B)C\\)  \n4. `R6 = R5 + R4`  \u2192 final result  \n\nCycles:\n\n- Op 1: 1 cycle (its result is not used by the immediately next op)\n- Op 2: 1 cycle (its result is not used by the immediately next op)\n- Op 3: 2 cycles (its result is used by the immediately next op)\n- Op 4: 1 cycle\n\nTotal = \\(1+1+2+1 = 5\\) cycles.\n\nFINAL=D",
              "content_chars": 516,
              "content_excerpt": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\",
              "error": "answer",
              "failure_class": "deterministic_check_failed",
              "finish_reason": "stop",
              "latency_ms": 126694.86070002313,
              "reasoning_chars": 28637,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: pipelined RISC machine registers R0-R7, supports ADD Rs1, Rs2, Rd and MUL Rs1, Rs2, Rd. Operation normally takes one cycle; however, an operation ",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 8438,
              "status": "failed",
              "text_checks": [
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                  "name": "answer",
                  "passed": false
                }
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              "usage": {
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                "completion_tokens_details": {
                  "reasoning_tokens": 8438
                },
                "prompt_tokens": 220,
                "prompt_tokens_details": null,
                "total_tokens": 8870
              }
            },
            {
              "attempt": 2,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\((A+B)C\\)  \n4. `R6 = R5 + R4`  \u2192 final result  \n\nCycles:\n\n- Op 1: 1 cycle (its result is not used by the immediately next op)\n- Op 2: 1 cycle (its result is not used by the immediately next op)\n- Op 3: 2 cycles (its result is used by the immediately next op)\n- Op 4: 1 cycle\n\nTotal = \\(1+1+2+1 = 5\\) cycles.\n\nFINAL=D",
              "content_chars": 516,
              "content_excerpt": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\",
              "error": "answer",
              "failure_class": "deterministic_check_failed",
              "finish_reason": "stop",
              "latency_ms": 126702.97079999,
              "reasoning_chars": 28637,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: pipelined RISC machine registers R0-R7, supports ADD Rs1, Rs2, Rd and MUL Rs1, Rs2, Rd. Operation normally takes one cycle; however, an operation ",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 8438,
              "status": "failed",
              "text_checks": [
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              "usage": {
                "completion_tokens": 8650,
                "completion_tokens_details": {
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                },
                "prompt_tokens": 220,
                "prompt_tokens_details": null,
                "total_tokens": 8870
              }
            },
            {
              "attempt": 3,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\((A+B)C\\)  \n4. `R6 = R5 + R4`  \u2192 final result  \n\nCycles:\n\n- Op 1: 1 cycle (its result is not used by the immediately next op)\n- Op 2: 1 cycle (its result is not used by the immediately next op)\n- Op 3: 2 cycles (its result is used by the immediately next op)\n- Op 4: 1 cycle\n\nTotal = \\(1+1+2+1 = 5\\) cycles.\n\nFINAL=D",
              "content_chars": 516,
              "content_excerpt": "\n\nThe expression can be factored as:\n\n\\[\nAB + ABC + BC = AB + C(A+B)\n\\]\n\nUse temporary registers (R0\u2013R2 unchanged):\n\n1. `R3 = R0 + R1`  \u2192 \\(A+B\\)  \n2. `R4 = R0 * R1`  \u2192 \\(AB\\)  \n3. `R5 = R3 * R2`  \u2192 \\",
              "error": "answer",
              "failure_class": "deterministic_check_failed",
              "finish_reason": "stop",
              "latency_ms": 126735.34620000282,
              "reasoning_chars": 28637,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: pipelined RISC machine registers R0-R7, supports ADD Rs1, Rs2, Rd and MUL Rs1, Rs2, Rd. Operation normally takes one cycle; however, an operation ",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 8438,
              "status": "failed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": false
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              ],
              "usage": {
                "completion_tokens": 8650,
                "completion_tokens_details": {
                  "reasoning_tokens": 8438
                },
                "prompt_tokens": 220,
                "prompt_tokens_details": null,
                "total_tokens": 8870
              }
            }
          ],
          "error": "answer",
          "id": "mmlu-pro-30-computer-science",
          "pass_count": 0,
          "pass_rate": 0.0,
          "required_pass_rate": 1.0,
          "status": "failed",
          "validator": "deterministic_text_checks"
        },
        {
          "attempt_count": 3,
          "attempts": [
            {
              "attempt": 1,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "content_chars": 123,
              "content_excerpt": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 991.2117999920156,
              "reasoning_chars": 164,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Stationary AR process shocks: impulse response decays to zero, eventually die away. Answer F. Need final with FINAL=F.\n",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 36,
              "status": "passed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": true
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              ],
              "usage": {
                "completion_tokens": 64,
                "completion_tokens_details": {
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                },
                "prompt_tokens": 150,
                "prompt_tokens_details": null,
                "total_tokens": 214
              }
            },
            {
              "attempt": 2,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "content_chars": 123,
              "content_excerpt": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 990.4950000054669,
              "reasoning_chars": 164,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Stationary AR process shocks: impulse response decays to zero, eventually die away. Answer F. Need final with FINAL=F.\n",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 36,
              "status": "passed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": true
                }
              ],
              "usage": {
                "completion_tokens": 64,
                "completion_tokens_details": {
                  "reasoning_tokens": 36
                },
                "prompt_tokens": 150,
                "prompt_tokens_details": null,
                "total_tokens": 214
              }
            },
            {
              "attempt": 3,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "content_chars": 123,
              "content_excerpt": "\n\nIn a stationary autoregressive process, the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 994.0710999944713,
              "reasoning_chars": 164,
              "reasoning_excerpt": "We need answer multiple choice. Need reason. Stationary AR process shocks: impulse response decays to zero, eventually die away. Answer F. Need final with FINAL=F.\n",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 36,
              "status": "passed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": true
                }
              ],
              "usage": {
                "completion_tokens": 64,
                "completion_tokens_details": {
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                "prompt_tokens": 150,
                "prompt_tokens_details": null,
                "total_tokens": 214
              }
            }
          ],
          "id": "mmlu-pro-35-economics",
          "pass_count": 3,
          "pass_rate": 1.0,
          "required_pass_rate": 1.0,
          "status": "passed",
          "validator": "deterministic_text_checks"
        },
        {
          "attempt_count": 3,
          "attempts": [
            {
              "attempt": 1,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0.1\\text{ m}\\):\n\n\\[\nF=\\frac{(4\\pi\\times10^{-4})(6\\pi\\times10^{-4})}{4\\pi(4\\pi\\times10^{-7})(0.1)^2}\n=15\\text{ N}\n\\]\n\nFINAL=C",
              "content_chars": 323,
              "content_excerpt": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 21196.829299995443,
              "reasoning_chars": 2805,
              "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 Wb? second pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 Wb, distance 10 cm = 0.1 m. Force between magnetic poles in air/v",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 1287,
              "status": "passed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": true
                }
              ],
              "usage": {
                "completion_tokens": 1469,
                "completion_tokens_details": {
                  "reasoning_tokens": 1287
                },
                "prompt_tokens": 191,
                "prompt_tokens_details": null,
                "total_tokens": 1660
              }
            },
            {
              "attempt": 2,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0.1\\text{ m}\\):\n\n\\[\nF=\\frac{(4\\pi\\times10^{-4})(6\\pi\\times10^{-4})}{4\\pi(4\\pi\\times10^{-7})(0.1)^2}\n=15\\text{ N}\n\\]\n\nFINAL=C",
              "content_chars": 323,
              "content_excerpt": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 21193.44150001416,
              "reasoning_chars": 2805,
              "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 Wb? second pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 Wb, distance 10 cm = 0.1 m. Force between magnetic poles in air/v",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 1287,
              "status": "passed",
              "text_checks": [
                {
                  "name": "answer",
                  "passed": true
                }
              ],
              "usage": {
                "completion_tokens": 1469,
                "completion_tokens_details": {
                  "reasoning_tokens": 1287
                },
                "prompt_tokens": 191,
                "prompt_tokens_details": null,
                "total_tokens": 1660
              }
            },
            {
              "attempt": 3,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0.1\\text{ m}\\):\n\n\\[\nF=\\frac{(4\\pi\\times10^{-4})(6\\pi\\times10^{-4})}{4\\pi(4\\pi\\times10^{-7})(0.1)^2}\n=15\\text{ N}\n\\]\n\nFINAL=C",
              "content_chars": 323,
              "content_excerpt": "\n\nUsing the pole-force relation:\n\n\\[\nF=\\frac{m_1m_2}{4\\pi\\mu_0 r^2}\n\\]\n\nwith  \n\\(m_1=4\\pi\\times10^{-4}\\),  \n\\(m_2=4\\pi\\times1.5\\times10^{-4}=6\\pi\\times10^{-4}\\),  \n\\(\\mu_0=4\\pi\\times10^{-7}\\),  \n\\(r=0",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 21196.36969998828,
              "reasoning_chars": 2805,
              "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 Wb? second pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 Wb, distance 10 cm = 0.1 m. Force between magnetic poles in air/v",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 1287,
              "status": "passed",
              "text_checks": [
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                  "passed": true
                }
              ],
              "usage": {
                "completion_tokens": 1469,
                "completion_tokens_details": {
                  "reasoning_tokens": 1287
                },
                "prompt_tokens": 191,
                "prompt_tokens_details": null,
                "total_tokens": 1660
              }
            }
          ],
          "id": "mmlu-pro-40-engineering",
          "pass_count": 3,
          "pass_rate": 1.0,
          "required_pass_rate": 1.0,
          "status": "passed",
          "validator": "deterministic_text_checks"
        },
        {
          "attempt_count": 3,
          "attempts": [
            {
              "attempt": 1,
              "budget": {
                "legacy_max_tokens_as_visible": false,
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                "reasoning_headroom_tokens": 8192,
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              },
              "content": "\n\nThe phrase \u201cP unless Q\u201d is best symbolized as \u201cP or Q\u201d (equivalently, if not Q then P). Here, P is \u201cturtles live long lives and are happy creatures\u201d = L and H, and Q is \u201cthey are injured\u201d = I.\n\nSo the sentence becomes: (L and H) or I.\n\nFINAL=B",
              "content_chars": 245,
              "content_excerpt": "\n\nThe phrase \u201cP unless Q\u201d is best symbolized as \u201cP or Q\u201d (equivalently, if not Q then P). Here, P is \u201cturtles live long lives and are happy creatures\u201d = L and H, and Q is \u201cthey are injured\u201d = I.\n\nSo t",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 5863.202200009255,
              "reasoning_chars": 1245,
              "reasoning_excerpt": "We need answer user's question. Need reason through ten-option question, finish FINAL=<letter>. Need choose best formula. Sentence: \"Turtles live long lives and are happy creatures, unless they are in",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 325,
              "status": "passed",
              "text_checks": [
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                  "name": "answer",
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              ],
              "usage": {
                "completion_tokens": 404,
                "completion_tokens_details": {
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                },
                "prompt_tokens": 162,
                "prompt_tokens_details": null,
                "total_tokens": 566
              }
            },
            {
              "attempt": 2,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
              },
              "content": "\n\nThe phrase \u201cP unless Q\u201d is best symbolized as \u201cP or Q\u201d (equivalently, if not Q then P). Here, P is \u201cturtles live long lives and are happy creatures\u201d = L and H, and Q is \u201cthey are injured\u201d = I.\n\nSo the sentence becomes: (L and H) or I.\n\nFINAL=B",
              "content_chars": 245,
              "content_excerpt": "\n\nThe phrase \u201cP unless Q\u201d is best symbolized as \u201cP or Q\u201d (equivalently, if not Q then P). Here, P is \u201cturtles live long lives and are happy creatures\u201d = L and H, and Q is \u201cthey are injured\u201d = I.\n\nSo t",
              "failure_class": null,
              "finish_reason": "stop",
              "latency_ms": 5862.275999999838,
              "reasoning_chars": 1245,
              "reasoning_excerpt": "We need answer user's question. Need reason through ten-option question, finish FINAL=<letter>. Need choose best formula. Sentence: \"Turtles live long lives and are happy creatures, unless they are in",
              "reasoning_field": "reasoning",
              "reasoning_tokens": 325,
              "status": "passed",
              "text_checks": [
                {
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              ],
              "usage": {
                "completion_tokens": 404,
                "completion_tokens_details": {
                  "reasoning_tokens": 325
                },
                "prompt_tokens": 162,
                "prompt_tokens_details": null,
                "total_tokens": 566
              }
            },
            {
              "attempt": 3,
              "budget": {
                "legacy_max_tokens_as_visible": false,
                "max_completion_tokens": 10240,
                "reasoning_headroom_tokens": 8192,
                "visible_answer_tokens": 2048
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