{ "context": { "cap_tokens": 119808, "max_model_len": 131072, "targets": [] }, "evaluation_protocol": { "budget_semantics": "visible_answer_tokens plus reasoning_headroom_tokens are sent as one max_tokens cap; the endpoint does not hard-partition the channels", "minimum_comparable_repetitions": 3, "minimum_pass_rate": 1.0, "reasoning_headroom_tokens": 8192, "records_finish_reason": true, "records_full_visible_answer": true, "records_reasoning_channel_metadata": true, "repetitions": 3, "version": 3, "visible_answer_tokens": 2048 }, "failures": [], "identity": { "base_url": "http://127.0.0.1:39283/v1", "candidate_id": "thinkingcap-awq-5090", "config_id": "128k-triton-bf16-mtp3-uva3", "engine": "vllm", "gpu": "rtx5090", "model": "thinkingcap-awq-5090", "started_at": "2026-09-24T05:11:56Z" }, "intelligence": { "checks": [], "status": "not_run" }, "run_id": "fast-bakeoff-20260924T051156Z", "schema": "anvil-serving.fast-tier-bakeoff/v1", "score_inputs": { "e2e_p50_ms": null, "intelligence_pass_rate": null, "operational_fit_notes": [ "endpoint was already loaded; benchmark did not start or stop serves" ], "session_recall_passed": false, "thinking_mode": "enabled", "tool_call_passed": false, "ttft_p50_ms": null, "usable_context_tokens": null, "voice_latency_ms": null }, "selection": { "context_targets": [ 32768 ], "endpoint_already_loaded": true, "requests_per_context": 1, "suites": [] }, "session": { "checks": [], "status": "not_run" }, "source_recipe": { "ref": null, "serve_command": null }, "suites": { "hf-mmlu-pro-10-repeated": { "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 pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "content_chars": 120, "content_excerpt": "\n\nThe pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "failure_class": null, "finish_reason": "stop", "latency_ms": 2035.7382000074722, "reasoning_chars": 157, "reasoning_excerpt": "We need answer multiple choice. Need reason. Pituitary gland located in sella turcica of sphenoid bone within cranial cavity. So J. Need final with FINAL=J.\n", "reasoning_field": "reasoning", "reasoning_tokens": 40, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 74, "completion_tokens_details": { "reasoning_tokens": 40 }, "prompt_tokens": 137, "prompt_tokens_details": null, "total_tokens": 211 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "content_chars": 120, "content_excerpt": "\n\nThe pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "failure_class": null, "finish_reason": "stop", "latency_ms": 1846.4544999878854, "reasoning_chars": 157, "reasoning_excerpt": "We need answer multiple choice. Need reason. Pituitary gland located in sella turcica of sphenoid bone within cranial cavity. So J. Need final with FINAL=J.\n", "reasoning_field": "reasoning", "reasoning_tokens": 40, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 74, "completion_tokens_details": { "reasoning_tokens": 40 }, "prompt_tokens": 137, "prompt_tokens_details": null, "total_tokens": 211 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "content_chars": 120, "content_excerpt": "\n\nThe pituitary gland is located in the cranial cavity, specifically in the sella turcica of the sphenoid bone.\n\nFINAL=J", "failure_class": null, "finish_reason": "stop", "latency_ms": 1841.1124999984168, "reasoning_chars": 157, "reasoning_excerpt": "We need answer multiple choice. Need reason. Pituitary gland located in sella turcica of sphenoid bone within cranial cavity. So J. Need final with FINAL=J.\n", "reasoning_field": "reasoning", "reasoning_tokens": 40, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 74, "completion_tokens_details": { "reasoning_tokens": 40 }, "prompt_tokens": 137, "prompt_tokens_details": null, "total_tokens": 211 } } ], "id": "mmlu-pro-5-health", "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 light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2 = 100\u00b2 = 10,000\n\nFINAL=E", "content_chars": 225, "content_excerpt": "\n\nThe light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2", "failure_class": null, "finish_reason": "stop", "latency_ms": 3365.25570001686, "reasoning_chars": 257, "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Pupil diameter 5 mm = 0.5 cm. Telescope aperture 50 cm. Light gathering proportional to area \u221d diameter^2. Ratio = (50/0.5)^2 = 100^2 = 10000. Optio", "reasoning_field": "reasoning", "reasoning_tokens": 83, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 163, "completion_tokens_details": { "reasoning_tokens": 83 }, "prompt_tokens": 197, "prompt_tokens_details": null, "total_tokens": 360 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2 = 100\u00b2 = 10,000\n\nFINAL=E", "content_chars": 225, "content_excerpt": "\n\nThe light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2", "failure_class": null, "finish_reason": "stop", "latency_ms": 3372.063299990259, "reasoning_chars": 257, "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Pupil diameter 5 mm = 0.5 cm. Telescope aperture 50 cm. Light gathering proportional to area \u221d diameter^2. Ratio = (50/0.5)^2 = 100^2 = 10000. Optio", "reasoning_field": "reasoning", "reasoning_tokens": 83, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 163, "completion_tokens_details": { "reasoning_tokens": 83 }, "prompt_tokens": 197, "prompt_tokens_details": null, "total_tokens": 360 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2 = 100\u00b2 = 10,000\n\nFINAL=E", "content_chars": 225, "content_excerpt": "\n\nThe light-gathering power is proportional to the area of the aperture, so it scales with the square of the diameter.\n\nPupil diameter: 5 mm = 0.5 cm \nTelescope aperture: 50 cm \n\nRatio = (50 / 0.5)\u00b2", "failure_class": null, "finish_reason": "stop", "latency_ms": 3369.489099975908, "reasoning_chars": 257, "reasoning_excerpt": "We need answer user's multiple choice. Need reason. Pupil diameter 5 mm = 0.5 cm. Telescope aperture 50 cm. Light gathering proportional to area \u221d diameter^2. Ratio = (50/0.5)^2 = 100^2 = 10000. Optio", "reasoning_field": "reasoning", "reasoning_tokens": 83, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 163, "completion_tokens_details": { "reasoning_tokens": 83 }, "prompt_tokens": 197, "prompt_tokens_details": null, "total_tokens": 360 } } ], "id": "mmlu-pro-10-physics", "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\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "content_chars": 197, "content_excerpt": "\n\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "failure_class": null, "finish_reason": "stop", "latency_ms": 4878.450399992289, "reasoning_chars": 724, "reasoning_excerpt": "We need answer multiple choice. Need reason. Sentence: \"In contrast to _______, _______ aim to reward favourable behaviour by companies. The success of such campaigns has been heightened through the u", "reasoning_field": "reasoning", "reasoning_tokens": 146, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 187, "completion_tokens_details": { "reasoning_tokens": 146 }, "prompt_tokens": 270, "prompt_tokens_details": null, "total_tokens": 457 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "content_chars": 197, "content_excerpt": "\n\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "failure_class": null, "finish_reason": "stop", "latency_ms": 4881.311800010735, "reasoning_chars": 724, "reasoning_excerpt": "We need answer multiple choice. Need reason. Sentence: \"In contrast to _______, _______ aim to reward favourable behaviour by companies. The success of such campaigns has been heightened through the u", "reasoning_field": "reasoning", "reasoning_tokens": 146, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 187, "completion_tokens_details": { "reasoning_tokens": 146 }, "prompt_tokens": 270, "prompt_tokens_details": null, "total_tokens": 457 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "content_chars": 197, "content_excerpt": "\n\nBoycotts punish companies, while buycotts reward favourable behaviour. Digital technology (e.g., social media) helps spread such campaigns and can help companies achieve increased sales.\n\nFINAL=F", "failure_class": null, "finish_reason": "stop", "latency_ms": 4874.002500000643, "reasoning_chars": 724, "reasoning_excerpt": "We need answer multiple choice. Need reason. Sentence: \"In contrast to _______, _______ aim to reward favourable behaviour by companies. The success of such campaigns has been heightened through the u", "reasoning_field": "reasoning", "reasoning_tokens": 146, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 187, "completion_tokens_details": { "reasoning_tokens": 146 }, "prompt_tokens": 270, "prompt_tokens_details": null, "total_tokens": 457 } } ], "id": "mmlu-pro-15-business", "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\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "content_chars": 178, "content_excerpt": "\n\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "failure_class": null, "finish_reason": "stop", "latency_ms": 4040.8139000064693, "reasoning_chars": 464, "reasoning_excerpt": "We need answer user's question. Need reason through ten-option question, finish FINAL=. Options A-D real, E-J N/A. Need choose accurate statement concerning arthropods.\nA exoskeleton peptidogl", "reasoning_field": "reasoning", "reasoning_tokens": 113, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 160, "completion_tokens_details": { "reasoning_tokens": 113 }, "prompt_tokens": 178, "prompt_tokens_details": null, "total_tokens": 338 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "content_chars": 178, "content_excerpt": "\n\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "failure_class": null, "finish_reason": "stop", "latency_ms": 4026.3339999946766, "reasoning_chars": 464, "reasoning_excerpt": "We need answer user's question. Need reason through ten-option question, finish FINAL=. Options A-D real, E-J N/A. Need choose accurate statement concerning arthropods.\nA exoskeleton peptidogl", "reasoning_field": "reasoning", "reasoning_tokens": 113, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 160, "completion_tokens_details": { "reasoning_tokens": 113 }, "prompt_tokens": 178, "prompt_tokens_details": null, "total_tokens": 338 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "content_chars": 178, "content_excerpt": "\n\nArthropods have an open circulatory system with a dorsal heart; their exoskeleton is chitin, not peptidoglycan, and they are highly successful with jointed appendages.\n\nFINAL=B", "failure_class": null, "finish_reason": "stop", "latency_ms": 4031.6125999961514, "reasoning_chars": 464, "reasoning_excerpt": "We need answer user's question. Need reason through ten-option question, finish FINAL=. Options A-D real, E-J N/A. Need choose accurate statement concerning arthropods.\nA exoskeleton peptidogl", "reasoning_field": "reasoning", "reasoning_tokens": 113, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 160, "completion_tokens_details": { "reasoning_tokens": 113 }, "prompt_tokens": 178, "prompt_tokens_details": null, "total_tokens": 338 } } ], "id": "mmlu-pro-20-biology", "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 13C nucleus has spin \\(I = \\tfrac{1}{2}\\), giving a doublet: \\(2I+1 = 2\\) lines.\n\nThe three equivalent protons each have \\(I = \\tfrac{1}{2}\\), giving a quartet: \\(2nI+1 = 4\\) lines.\n\nWith no overlap, the total number of lines is:\n\n\\[\n2 \\times 4 = 8\n\\]\n\nFINAL=B", "content_chars": 266, "content_excerpt": "\n\nThe 13C nucleus has spin \\(I = \\tfrac{1}{2}\\), giving a doublet: \\(2I+1 = 2\\) lines.\n\nThe three equivalent protons each have \\(I = \\tfrac{1}{2}\\), giving a quartet: \\(2nI+1 = 4\\) lines.\n\nWith no ove", "failure_class": null, "finish_reason": "stop", "latency_ms": 11639.418399980059, "reasoning_chars": 1156, "reasoning_excerpt": "We need answer user's question: Predict number of lines in EPR spectrum of solution of 13C-labelled methyl radical (13CH3 radical), assuming lines do not overlap. Options. Need reason then FINAL=. Need think. Stationary autoregressive process: shocks have impulse response decaying to zero", "reasoning_field": "reasoning", "reasoning_tokens": 65, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 100, "completion_tokens_details": { "reasoning_tokens": 65 }, "prompt_tokens": 150, "prompt_tokens_details": null, "total_tokens": 250 } }, { "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 AR coefficients are stable, so the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F", "content_chars": 158, "content_excerpt": "\n\nIn a stationary autoregressive process, the AR coefficients are stable, so the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F", "failure_class": null, "finish_reason": "stop", "latency_ms": 2793.2043000182603, "reasoning_chars": 320, "reasoning_excerpt": "We need answer user's multiple choice. Need reason through ten-option question, finish with FINAL=. Need think. Stationary autoregressive process: shocks have impulse response decaying to zero", "reasoning_field": "reasoning", "reasoning_tokens": 65, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 100, "completion_tokens_details": { "reasoning_tokens": 65 }, "prompt_tokens": 150, "prompt_tokens_details": null, "total_tokens": 250 } }, { "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 AR coefficients are stable, so the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F", "content_chars": 158, "content_excerpt": "\n\nIn a stationary autoregressive process, the AR coefficients are stable, so the effect of a shock decays over time and does not persist permanently.\n\nFINAL=F", "failure_class": null, "finish_reason": "stop", "latency_ms": 2796.394200006034, "reasoning_chars": 320, "reasoning_excerpt": "We need answer user's multiple choice. Need reason through ten-option question, finish with FINAL=. Need think. Stationary autoregressive process: shocks have impulse response decaying to zero", "reasoning_field": "reasoning", "reasoning_tokens": 65, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 100, "completion_tokens_details": { "reasoning_tokens": 65 }, "prompt_tokens": 150, "prompt_tokens_details": null, "total_tokens": 250 } } ], "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 force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nr=10\\ \\text{cm}=0.1\\ \\text{m}\n\\]\n\n\\[\nF=\\frac{(4\\pi \\times 10^{-4})(6\\pi \\times 10^{-4})}{4\\pi(4\\pi \\times 10^{-7})(0.1)^2}\n\\]\n\n\\[\nF=15\\ \\text{N}\n\\]\n\nFINAL=C", "content_chars": 382, "content_excerpt": "\n\nUsing the force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times ", "failure_class": null, "finish_reason": "stop", "latency_ms": 41094.272299989825, "reasoning_chars": 3830, "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 weber. Another point pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 weber? Wording: \"4 pi times 1.5 times 10^-4 weber\" likely 4\u03c0 *", "reasoning_field": "reasoning", "reasoning_tokens": 1623, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1837, "completion_tokens_details": { "reasoning_tokens": 1623 }, "prompt_tokens": 191, "prompt_tokens_details": null, "total_tokens": 2028 } }, { "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 force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nr=10\\ \\text{cm}=0.1\\ \\text{m}\n\\]\n\n\\[\nF=\\frac{(4\\pi \\times 10^{-4})(6\\pi \\times 10^{-4})}{4\\pi(4\\pi \\times 10^{-7})(0.1)^2}\n\\]\n\n\\[\nF=15\\ \\text{N}\n\\]\n\nFINAL=C", "content_chars": 382, "content_excerpt": "\n\nUsing the force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times ", "failure_class": null, "finish_reason": "stop", "latency_ms": 41081.00450001075, "reasoning_chars": 3830, "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 weber. Another point pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 weber? Wording: \"4 pi times 1.5 times 10^-4 weber\" likely 4\u03c0 *", "reasoning_field": "reasoning", "reasoning_tokens": 1623, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1837, "completion_tokens_details": { "reasoning_tokens": 1623 }, "prompt_tokens": 191, "prompt_tokens_details": null, "total_tokens": 2028 } }, { "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 force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nr=10\\ \\text{cm}=0.1\\ \\text{m}\n\\]\n\n\\[\nF=\\frac{(4\\pi \\times 10^{-4})(6\\pi \\times 10^{-4})}{4\\pi(4\\pi \\times 10^{-7})(0.1)^2}\n\\]\n\n\\[\nF=15\\ \\text{N}\n\\]\n\nFINAL=C", "content_chars": 382, "content_excerpt": "\n\nUsing the force between two magnetic point poles in air:\n\n\\[\nF=\\frac{m_1 m_2}{4\\pi \\mu_0 r^2}\n\\]\n\nGiven:\n\n\\[\nm_1=4\\pi \\times 10^{-4}\\ \\text{Wb}\n\\]\n\n\\[\nm_2=4\\pi \\times 1.5 \\times 10^{-4}=6\\pi \\times ", "failure_class": null, "finish_reason": "stop", "latency_ms": 41156.603299983544, "reasoning_chars": 3830, "reasoning_excerpt": "We need answer multiple choice. Need reason. Problem: point pole strength m1 = 4\u03c0 \u00d7 10^-4 weber. Another point pole m2 = 4\u03c0 \u00d7 1.5 \u00d7 10^-4 weber? Wording: \"4 pi times 1.5 times 10^-4 weber\" likely 4\u03c0 *", "reasoning_field": "reasoning", "reasoning_tokens": 1623, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1837, "completion_tokens_details": { "reasoning_tokens": 1623 }, "prompt_tokens": 191, "prompt_tokens_details": null, "total_tokens": 2028 } } ], "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, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently: either they live long lives and are happy creatures, or they are injured.\n\nLet:\n- L = turtles live long lives\n- H = turtles are happy creatures\n- I = turtles are injured\n\nSo the main claim is:\n\n\\[\n(L \\land H) \\lor I\n\\]\n\nThat matches option B.\n\nFINAL=B", "content_chars": 453, "content_excerpt": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently", "failure_class": null, "finish_reason": "stop", "latency_ms": 10847.955900011584, "reasoning_chars": 1233, "reasoning_excerpt": "We need answer user's request: reason through ten-option question, finish with FINAL=. Need choose best formula symbolizing: \"Turtles live long lives and are happy creatures, unless they are i", "reasoning_field": "reasoning", "reasoning_tokens": 342, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 463, "completion_tokens_details": { "reasoning_tokens": 342 }, "prompt_tokens": 162, "prompt_tokens_details": null, "total_tokens": 625 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently: either they live long lives and are happy creatures, or they are injured.\n\nLet:\n- L = turtles live long lives\n- H = turtles are happy creatures\n- I = turtles are injured\n\nSo the main claim is:\n\n\\[\n(L \\land H) \\lor I\n\\]\n\nThat matches option B.\n\nFINAL=B", "content_chars": 453, "content_excerpt": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently", "failure_class": null, "finish_reason": "stop", "latency_ms": 10831.312399997842, "reasoning_chars": 1233, "reasoning_excerpt": "We need answer user's request: reason through ten-option question, finish with FINAL=. Need choose best formula symbolizing: \"Turtles live long lives and are happy creatures, unless they are i", "reasoning_field": "reasoning", "reasoning_tokens": 342, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 463, "completion_tokens_details": { "reasoning_tokens": 342 }, "prompt_tokens": 162, "prompt_tokens_details": null, "total_tokens": 625 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently: either they live long lives and are happy creatures, or they are injured.\n\nLet:\n- L = turtles live long lives\n- H = turtles are happy creatures\n- I = turtles are injured\n\nSo the main claim is:\n\n\\[\n(L \\land H) \\lor I\n\\]\n\nThat matches option B.\n\nFINAL=B", "content_chars": 453, "content_excerpt": "\n\nThe statement \u201cTurtles live long lives and are happy creatures, unless they are injured\u201d can be read as:\n\n- If they are not injured, then they live long lives and are happy creatures.\n- Equivalently", "failure_class": null, "finish_reason": "stop", "latency_ms": 10818.074800015893, "reasoning_chars": 1233, "reasoning_excerpt": "We need answer user's request: reason through ten-option question, finish with FINAL=. Need choose best formula symbolizing: \"Turtles live long lives and are happy creatures, unless they are i", "reasoning_field": "reasoning", "reasoning_tokens": 342, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 463, "completion_tokens_details": { "reasoning_tokens": 342 }, "prompt_tokens": 162, "prompt_tokens_details": null, "total_tokens": 625 } } ], "id": "mmlu-pro-45-philosophy", "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\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "content_chars": 145, "content_excerpt": "\n\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "failure_class": null, "finish_reason": "stop", "latency_ms": 2690.772600006312, "reasoning_chars": 270, "reasoning_excerpt": "We need answer multiple choice. Need reason. Question: What is the judge ad hoc? Options. ICJ Statute Article 31: if bench has no judge of nationality of party, party may choose person to sit as judge", "reasoning_field": "reasoning", "reasoning_tokens": 67, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 104, "completion_tokens_details": { "reasoning_tokens": 67 }, "prompt_tokens": 203, "prompt_tokens_details": null, "total_tokens": 307 } }, { "attempt": 2, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "content_chars": 145, "content_excerpt": "\n\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "failure_class": null, "finish_reason": "stop", "latency_ms": 2692.276599991601, "reasoning_chars": 270, "reasoning_excerpt": "We need answer multiple choice. Need reason. Question: What is the judge ad hoc? Options. ICJ Statute Article 31: if bench has no judge of nationality of party, party may choose person to sit as judge", "reasoning_field": "reasoning", "reasoning_tokens": 67, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 104, "completion_tokens_details": { "reasoning_tokens": 67 }, "prompt_tokens": 203, "prompt_tokens_details": null, "total_tokens": 307 } }, { "attempt": 3, "budget": { "legacy_max_tokens_as_visible": false, "max_completion_tokens": 10240, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 2048 }, "content": "\n\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "content_chars": 145, "content_excerpt": "\n\nA judge ad hoc is appointed for a specific case when a party to the dispute does not have a judge of its nationality on the ICJ bench.\n\nFINAL=I", "failure_class": null, "finish_reason": "stop", "latency_ms": 2698.278700001538, "reasoning_chars": 270, "reasoning_excerpt": "We need answer multiple choice. Need reason. Question: What is the judge ad hoc? Options. ICJ Statute Article 31: if bench has no judge of nationality of party, party may choose person to sit as judge", "reasoning_field": "reasoning", "reasoning_tokens": 67, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 104, "completion_tokens_details": { "reasoning_tokens": 67 }, "prompt_tokens": 203, "prompt_tokens_details": null, "total_tokens": 307 } } ], "id": "mmlu-pro-65-law", "pass_count": 3, "pass_rate": 1.0, "required_pass_rate": 1.0, "status": "passed", "validator": "deterministic_text_checks" } ], "date": "2026-07-12", "evidence_use": "diagnostic", "source": "PUBLIC_REPOSITORY\\tests\\fixtures\\eval-data\\hf-mmlu-pro-10-repeated.suite.json", "source_sha256": "f6112c6f592c5285f8dae86808285f328161d3b4ae30ef660440d173d47b0636", "status": "passed", "validator_strength": "deterministic_marker", "work_class": "independent-multidomain-reasoning-sanity" } }, "thinking": { "chat_template_kwargs": { "enable_thinking": true }, 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