{ "context": { "cap_tokens": 261056, "max_model_len": 262144, "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_pass_rate": 0.66, "reasoning_headroom_tokens": 8192, "records_finish_reason": true, "records_full_visible_answer": true, "records_reasoning_channel_metadata": true, "repetitions": 1, "version": 2, "visible_answer_tokens": 256 }, "failures": [ { "error": "answer", "eval_id": "mmlu-pro-30-computer-science", "failure_classes": [ "reasoning_budget_exhausted" ], "pass_rate": 0.0, "suite": "hf-mmlu-pro-10-repeated" }, { "error": "answer", "eval_id": "mmlu-pro-40-engineering", "failure_classes": [ "reasoning_budget_exhausted" ], "pass_rate": 0.0, "suite": "hf-mmlu-pro-10-repeated" } ], "identity": { "base_url": "http://127.0.0.1:39027/v1", "candidate_id": "qwen36-27b-nvfp4-mtp", "config_id": "vllm-mtp3-fp8kv-262k-seqs2-thinking-headroom8192-calibration", "model": "qwen36-27b-nvfp4-mtp", "started_at": "2026-07-12T17:39:32Z" }, "intelligence": { "checks": [], "status": "not_run" }, "run_id": "fast-bakeoff-20260712T173932Z", "schema": "anvil-serving.fast-tier-bakeoff/v1", "score_inputs": { "e2e_p50_ms": 0.0, "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": 0.0, "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": "examples/primary-node/docker-compose.experiment.yml#cand-qwen36-heavy-mtp", "serve_command": "$env:CAND_QWEN36_MAX_NUM_SEQS=2; $env:CAND_QWEN36_GPU_MEMORY_UTILIZATION=0.90; anvil-serving serves up cand-qwen36-heavy-mtp --manifest examples/primary-node/serves.toml --recreate --confirm" }, "suites": { "hf-mmlu-pro-10-repeated": { "checks": [ { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe pituitary gland is located at the base of the brain, sitting in a bony depression called the sella turcica within the sphenoid bone. In human anatomy, the major body cavities are divided into the dorsal and ventral cavities. The dorsal cavity is further subdivided into the **cranial cavity** (which encloses the brain) and the spinal cavity (which encloses the spinal cord). Since the pituitary gland is an integral part of the brain's anatomical region and is housed within the skull, it resides specifically in the cranial cavity. While the cranial cavity is technically a subdivision of the dorsal cavity, \"Cranial\" is the most precise and directly correct option listed.\n\nFINAL=J", "content_excerpt": "\n\nThe pituitary gland is located at the base of the brain, sitting in a bony depression called the sella turcica within the sphenoid bone. In human anatomy, the major body cavities are divided into th", "failure_class": null, "finish_reason": "stop", "latency_ms": 11907.675743103027, "reasoning_chars": 4393, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - Question: \"Which of the following is the body cavity that contains the pituitary gland?\"\n - Options: A. Ventral, B. Dorsal, C. Buccal", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1296, "prompt_tokens": 95, "prompt_tokens_details": null, "total_tokens": 1391 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe pituitary gland is located at the base of the brain, sitting in a bony depression called the sella turcica within the sphenoid bone. In human anatomy, the major body cavities are divided into the dorsal and ventral cavities. The dorsal cavity is further subdivided into the **cranial cavity** (which encloses the brain) and the spinal cavity (which encloses the spinal cord). Since the pituitary gland is an integral part of the brain's anatomical region and is housed within the skull, it resides specifically in the cranial cavity. While the cranial cavity is technically a subdivision of the dorsal cavity, \"Cranial\" is the most precise and directly correct option listed.\n\nFINAL=J", "content_excerpt": "\n\nThe pituitary gland is located at the base of the brain, sitting in a bony depression called the sella turcica within the sphenoid bone. In human anatomy, the major body cavities are divided into th", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-5-health", "latency_ms": 11907.675743103027, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 4393, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - Question: \"Which of the following is the body cavity that contains the pituitary gland?\"\n - Options: A. Ventral, B. Dorsal, C. Buccal", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1296, "prompt_tokens": 95, "prompt_tokens_details": null, "total_tokens": 1391 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nTo determine how much more light the telescope can gather compared to the human eye, we need to compare their **aperture areas**, since light-gathering power is directly proportional to the area of the opening.\n\n1. **Convert units to be consistent:**\n - Eye pupil diameter = 5 mm\n - Telescope aperture diameter = 50 cm = 500 mm\n\n2. **Find the ratio of the diameters:**\n \\[\n \\frac{500 \\text{ mm}}{5 \\text{ mm}} = 100\n \\]\n\n3. **Calculate the ratio of the areas (light-gathering power):**\n Since area scales with the square of the diameter (\\(A \\propto d^2\\)):\n \\[\n 100^2 = 10,000\n \\]\n\nThe telescope gathers **10,000 times** more light than the eye.\n\nFINAL=E", "content_excerpt": "\n\nTo determine how much more light the telescope can gather compared to the human eye, we need to compare their **aperture areas**, since light-gathering power is directly proportional to the area of ", "failure_class": null, "finish_reason": "stop", "latency_ms": 9881.750106811523, "reasoning_chars": 2983, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - Question: \"Say the pupil of your eye has a diameter of 5 mm and you have a telescope with an aperture of 50 cm. How much more light can the", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1159, "prompt_tokens": 155, "prompt_tokens_details": null, "total_tokens": 1314 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nTo determine how much more light the telescope can gather compared to the human eye, we need to compare their **aperture areas**, since light-gathering power is directly proportional to the area of the opening.\n\n1. **Convert units to be consistent:**\n - Eye pupil diameter = 5 mm\n - Telescope aperture diameter = 50 cm = 500 mm\n\n2. **Find the ratio of the diameters:**\n \\[\n \\frac{500 \\text{ mm}}{5 \\text{ mm}} = 100\n \\]\n\n3. **Calculate the ratio of the areas (light-gathering power):**\n Since area scales with the square of the diameter (\\(A \\propto d^2\\)):\n \\[\n 100^2 = 10,000\n \\]\n\nThe telescope gathers **10,000 times** more light than the eye.\n\nFINAL=E", "content_excerpt": "\n\nTo determine how much more light the telescope can gather compared to the human eye, we need to compare their **aperture areas**, since light-gathering power is directly proportional to the area of ", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-10-physics", "latency_ms": 9881.750106811523, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 2983, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - Question: \"Say the pupil of your eye has a diameter of 5 mm and you have a telescope with an aperture of 50 cm. How much more light can the", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1159, "prompt_tokens": 155, "prompt_tokens_details": null, "total_tokens": 1314 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nLet's break down the sentence logically, blank by blank:\n\n1. **First & Second Blanks:** `\"In contrast to _______, _______ aim to reward favourable behaviour by companies.\"`\n - The sentence establishes a direct contrast between a punitive consumer action and a supportive one.\n - **Boycotts** are well-known campaigns where consumers refuse to purchase goods/services to punish a company for unethical practices.\n - **Buycotts** are the direct counterpart: campaigns where consumers actively purchase goods/services to reward companies for ethical, sustainable, or socially responsible behavior.\n - This eliminates options that reverse the order (B, D, G) or use less standard terminology.\n\n2. **Third Blank:** `\"The success of such campaigns has been heightened through the use of ___________,\"`\n - Modern consumer activism relies on rapid information sharing, viral messaging, and online mobilization.\n - **Digital technology** (social media, e-commerce platforms, online petitions) is the standard, widely accepted term in business and marketing literature for what has amplified these campaigns. \"Blockchain technology\" is too specific/niche, and \"physical technology\" is irrelevant to campaign mobilization.\n - This eliminates options A, E, H, and J.\n\n3. **Fourth Blank:** `\"...which allow campaigns to facilitate the company in achieving _________.\"`\n - Since the campaign's goal is to *reward* the company, the direct commercial outcome must be positive.\n - **Increased Sales** logically follows from consumers actively choosing to buy from the company. \"Decreased Sales\" contradicts the premise of a reward campaign, and \"Charitable donations\" is not the primary business metric facilitated by consumer purchasing campaigns.\n - This confirms \"Increased Sales\" as the correct fit.\n\nMatching these deductions to the provided options leaves only **F**, which correctly pairs the contrasting terms, identifies the enabling technology, and states the logical business outcome.\n\nFINAL=F", "content_excerpt": "\n\nLet's break down the sentence logically, blank by blank:\n\n1. **First & Second Blanks:** `\"In contrast to _______, _______ aim to reward favourable behaviour by companies.\"`\n - The sentence establi", "failure_class": null, "finish_reason": "stop", "latency_ms": 29890.254259109497, "reasoning_chars": 11424, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - The user provides a fill-in-the-blank question with 10 options (A-J).\n - The sentence: \"In contrast to _______, _______ aim to reward", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 3155, "prompt_tokens": 228, "prompt_tokens_details": null, "total_tokens": 3383 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nLet's break down the sentence logically, blank by blank:\n\n1. **First & Second Blanks:** `\"In contrast to _______, _______ aim to reward favourable behaviour by companies.\"`\n - The sentence establishes a direct contrast between a punitive consumer action and a supportive one.\n - **Boycotts** are well-known campaigns where consumers refuse to purchase goods/services to punish a company for unethical practices.\n - **Buycotts** are the direct counterpart: campaigns where consumers actively purchase goods/services to reward companies for ethical, sustainable, or socially responsible behavior.\n - This eliminates options that reverse the order (B, D, G) or use less standard terminology.\n\n2. **Third Blank:** `\"The success of such campaigns has been heightened through the use of ___________,\"`\n - Modern consumer activism relies on rapid information sharing, viral messaging, and online mobilization.\n - **Digital technology** (social media, e-commerce platforms, online petitions) is the standard, widely accepted term in business and marketing literature for what has amplified these campaigns. \"Blockchain technology\" is too specific/niche, and \"physical technology\" is irrelevant to campaign mobilization.\n - This eliminates options A, E, H, and J.\n\n3. **Fourth Blank:** `\"...which allow campaigns to facilitate the company in achieving _________.\"`\n - Since the campaign's goal is to *reward* the company, the direct commercial outcome must be positive.\n - **Increased Sales** logically follows from consumers actively choosing to buy from the company. \"Decreased Sales\" contradicts the premise of a reward campaign, and \"Charitable donations\" is not the primary business metric facilitated by consumer purchasing campaigns.\n - This confirms \"Increased Sales\" as the correct fit.\n\nMatching these deductions to the provided options leaves only **F**, which correctly pairs the contrasting terms, identifies the enabling technology, and states the logical business outcome.\n\nFINAL=F", "content_excerpt": "\n\nLet's break down the sentence logically, blank by blank:\n\n1. **First & Second Blanks:** `\"In contrast to _______, _______ aim to reward favourable behaviour by companies.\"`\n - The sentence establi", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-15-business", "latency_ms": 29890.254259109497, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 11424, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - The user provides a fill-in-the-blank question with 10 options (A-J).\n - The sentence: \"In contrast to _______, _______ aim to reward", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 3155, "prompt_tokens": 228, "prompt_tokens_details": null, "total_tokens": 3383 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nHere is the step-by-step reasoning for each option:\n\n* **Option A:** Incorrect. Arthropod exoskeletons are primarily composed of **chitin** and proteins, often reinforced with calcium carbonate. Peptidoglycan is a polymer found in the cell walls of bacteria, not arthropods.\n* **Option B:** Correct. Arthropods typically possess an **open circulatory system**, meaning their blood (hemolymph) is not entirely contained within vessels but instead flows freely through body cavities (hemocoel) to bathe the organs. The pump for this system is a **dorsal heart**, usually tubular in shape.\n* **Option C:** Incorrect. Arthropoda is the most biologically successful and diverse phylum in the animal kingdom, comprising over 80% of all known animal species. They have successfully colonized nearly every habitat on Earth.\n* **Option D:** Incorrect. The defining characteristic of the phylum Arthropoda is the presence of **paired, jointed appendages** (the name literally translates to \"jointed feet\").\n* **Options E-J:** Marked as N/A.\n\nTherefore, the only accurate statement is B.\n\nFINAL=B", "content_excerpt": "\n\nHere is the step-by-step reasoning for each option:\n\n* **Option A:** Incorrect. Arthropod exoskeletons are primarily composed of **chitin** and proteins, often reinforced with calcium carbonate. P", "failure_class": null, "finish_reason": "stop", "latency_ms": 10186.310529708862, "reasoning_chars": 3372, "reasoning_excerpt": "The user wants to identify the accurate statement about arthropods from the given options.\n\n1. **Analyze Option A:** \"They possess an exoskeleton composed primarily of peptidoglycan.\"\n * Arthrop", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1110, "prompt_tokens": 136, "prompt_tokens_details": null, "total_tokens": 1246 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nHere is the step-by-step reasoning for each option:\n\n* **Option A:** Incorrect. Arthropod exoskeletons are primarily composed of **chitin** and proteins, often reinforced with calcium carbonate. Peptidoglycan is a polymer found in the cell walls of bacteria, not arthropods.\n* **Option B:** Correct. Arthropods typically possess an **open circulatory system**, meaning their blood (hemolymph) is not entirely contained within vessels but instead flows freely through body cavities (hemocoel) to bathe the organs. The pump for this system is a **dorsal heart**, usually tubular in shape.\n* **Option C:** Incorrect. Arthropoda is the most biologically successful and diverse phylum in the animal kingdom, comprising over 80% of all known animal species. They have successfully colonized nearly every habitat on Earth.\n* **Option D:** Incorrect. The defining characteristic of the phylum Arthropoda is the presence of **paired, jointed appendages** (the name literally translates to \"jointed feet\").\n* **Options E-J:** Marked as N/A.\n\nTherefore, the only accurate statement is B.\n\nFINAL=B", "content_excerpt": "\n\nHere is the step-by-step reasoning for each option:\n\n* **Option A:** Incorrect. Arthropod exoskeletons are primarily composed of **chitin** and proteins, often reinforced with calcium carbonate. P", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-20-biology", "latency_ms": 10186.310529708862, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 3372, "reasoning_excerpt": "The user wants to identify the accurate statement about arthropods from the given options.\n\n1. **Analyze Option A:** \"They possess an exoskeleton composed primarily of peptidoglycan.\"\n * Arthrop", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1110, "prompt_tokens": 136, "prompt_tokens_details": null, "total_tokens": 1246 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nTo determine the number of lines in the EPR spectrum of the $^{13}\\text{CH}_3$ radical, we must analyze the hyperfine interactions between the unpaired electron and the magnetic nuclei present in the molecule.\n\n1. **Identify the Magnetic Nuclei:**\n The radical is the methyl radical ($\\text{CH}_3^\\bullet$) labeled with Carbon-13 ($^{13}\\text{C}$). The nuclei capable of interacting with the unpaired electron are:\n * One Carbon-13 nucleus ($^{13}\\text{C}$).\n * Three Hydrogen nuclei ($^1\\text{H}$).\n\n2. **Determine Nuclear Spins ($I$):**\n * The nuclear spin quantum number for Hydrogen-1 ($^1\\text{H}$) is $I = 1/2$.\n * The nuclear spin quantum number for Carbon-13 ($^{13}\\text{C}$) is $I = 1/2$. (Note: Carbon-12 has $I=0$ and does not split the spectrum, but this is the labeled Carbon-13).\n\n3. **Determine Equivalence:**\n In a solution, the methyl radical undergoes rapid rotation, making the three hydrogen atoms chemically and magnetically equivalent. The carbon atom is distinct from the hydrogen atoms.\n\n4. **Calculate Multiplicity for Each Set:**\n The number of lines (multiplicity) generated by a set of $n$ equivalent nuclei with spin $I$ is given by the formula:\n $$ \\text{Multiplicity} = 2nI + 1 $$\n\n * **For the 3 equivalent Hydrogen atoms:**\n $$ n = 3, \\quad I = 1/2 $$\n $$ \\text{Multiplicity}_H = 2(3)(1/2) + 1 = 3 + 1 = 4 $$\n This results in a quartet.\n\n * **For the 1 Carbon-13 atom:**\n $$ n = 1, \\quad I = 1/2 $$\n $$ \\text{Multiplicity}_C = 2(1)(1/2) + 1 = 1 + 1 = 2 $$\n This results in a doublet.\n\n5. **Calculate Total Number of Lines:**\n Since the hyperfine coupling constants for the carbon nucleus ($a_C$) and the hydrogen nuclei ($a_H$) are different, the splitting patterns are superimposed. The total number of lines is the product of the multiplicities of the individual sets.\n $$ \\text{Total Lines} = \\text{Multiplicity}_H \\times \\text{Multiplicity}_C $$\n $$ \\text{Total Lines} = 4 \\times 2 = 8 $$\n\n The spectrum will consist of a doublet of quartets (or a quartet of doublets), resulting in 8 distinct lines, assuming no overlap.\n\n Comparing this result to the given options:\n A. 10\n B. 8\n C. 4\n D. 20\n E. 12\n F. 3\n G. 16\n H. 5\n I. 24\n J. 6\n\n The correct option is B.\n\nFINAL=B", "content_excerpt": "\n\nTo determine the number of lines in the EPR spectrum of the $^{13}\\text{CH}_3$ radical, we must analyze the hyperfine interactions between the unpaired electron and the magnetic nuclei present in th", "failure_class": null, "finish_reason": "stop", "latency_ms": 54409.85870361328, "reasoning_chars": 16167, "reasoning_excerpt": "Here's a thinking process to arrive at the solution:\n\n1. **Analyze the Request:**\n * **Subject:** Electron Paramagnetic Resonance (EPR) spectroscopy (also known as ESR).\n * **System:** A so", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 6125, "prompt_tokens": 115, "prompt_tokens_details": null, "total_tokens": 6240 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nTo determine the number of lines in the EPR spectrum of the $^{13}\\text{CH}_3$ radical, we must analyze the hyperfine interactions between the unpaired electron and the magnetic nuclei present in the molecule.\n\n1. **Identify the Magnetic Nuclei:**\n The radical is the methyl radical ($\\text{CH}_3^\\bullet$) labeled with Carbon-13 ($^{13}\\text{C}$). The nuclei capable of interacting with the unpaired electron are:\n * One Carbon-13 nucleus ($^{13}\\text{C}$).\n * Three Hydrogen nuclei ($^1\\text{H}$).\n\n2. **Determine Nuclear Spins ($I$):**\n * The nuclear spin quantum number for Hydrogen-1 ($^1\\text{H}$) is $I = 1/2$.\n * The nuclear spin quantum number for Carbon-13 ($^{13}\\text{C}$) is $I = 1/2$. (Note: Carbon-12 has $I=0$ and does not split the spectrum, but this is the labeled Carbon-13).\n\n3. **Determine Equivalence:**\n In a solution, the methyl radical undergoes rapid rotation, making the three hydrogen atoms chemically and magnetically equivalent. The carbon atom is distinct from the hydrogen atoms.\n\n4. **Calculate Multiplicity for Each Set:**\n The number of lines (multiplicity) generated by a set of $n$ equivalent nuclei with spin $I$ is given by the formula:\n $$ \\text{Multiplicity} = 2nI + 1 $$\n\n * **For the 3 equivalent Hydrogen atoms:**\n $$ n = 3, \\quad I = 1/2 $$\n $$ \\text{Multiplicity}_H = 2(3)(1/2) + 1 = 3 + 1 = 4 $$\n This results in a quartet.\n\n * **For the 1 Carbon-13 atom:**\n $$ n = 1, \\quad I = 1/2 $$\n $$ \\text{Multiplicity}_C = 2(1)(1/2) + 1 = 1 + 1 = 2 $$\n This results in a doublet.\n\n5. **Calculate Total Number of Lines:**\n Since the hyperfine coupling constants for the carbon nucleus ($a_C$) and the hydrogen nuclei ($a_H$) are different, the splitting patterns are superimposed. The total number of lines is the product of the multiplicities of the individual sets.\n $$ \\text{Total Lines} = \\text{Multiplicity}_H \\times \\text{Multiplicity}_C $$\n $$ \\text{Total Lines} = 4 \\times 2 = 8 $$\n\n The spectrum will consist of a doublet of quartets (or a quartet of doublets), resulting in 8 distinct lines, assuming no overlap.\n\n Comparing this result to the given options:\n A. 10\n B. 8\n C. 4\n D. 20\n E. 12\n F. 3\n G. 16\n H. 5\n I. 24\n J. 6\n\n The correct option is B.\n\nFINAL=B", "content_excerpt": "\n\nTo determine the number of lines in the EPR spectrum of the $^{13}\\text{CH}_3$ radical, we must analyze the hyperfine interactions between the unpaired electron and the magnetic nuclei present in th", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-25-chemistry", "latency_ms": 54409.85870361328, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 16167, "reasoning_excerpt": "Here's a thinking process to arrive at the solution:\n\n1. **Analyze the Request:**\n * **Subject:** Electron Paramagnetic Resonance (EPR) spectroscopy (also known as ESR).\n * **System:** A so", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 6125, "prompt_tokens": 115, "prompt_tokens_details": null, "total_tokens": 6240 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "", "content_excerpt": "", "error": "answer", "failure_class": "reasoning_budget_exhausted", "finish_reason": "length", "latency_ms": 72749.85575675964, "reasoning_chars": 21568, "reasoning_excerpt": "Here's a thinking process that leads to the correct answer:\n\n1. **Analyze the Problem Statement:**\n\n * **Architecture:** Pipelined RISC machine.\n * **Registers:** R0 through R7.\n * **I", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "failed", "text_checks": [ { "name": "answer", "passed": false } ], "usage": { "completion_tokens": 8448, "prompt_tokens": 178, "prompt_tokens_details": null, "total_tokens": 8626 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "", "content_excerpt": "", "error": "answer", "failure_class": "reasoning_budget_exhausted", "finish_reason": "length", "id": "mmlu-pro-30-computer-science", "latency_ms": 72749.85575675964, "pass_count": 0, "pass_rate": 0.0, "reasoning_chars": 21568, "reasoning_excerpt": "Here's a thinking process that leads to the correct answer:\n\n1. **Analyze the Problem Statement:**\n\n * **Architecture:** Pipelined RISC machine.\n * **Registers:** R0 through R7.\n * **I", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "failed", "text_checks": [ { "name": "answer", "passed": false } ], "usage": { "completion_tokens": 8448, "prompt_tokens": 178, "prompt_tokens_details": null, "total_tokens": 8626 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nIn a stationary autoregressive (AR) process, the defining mathematical condition is that the roots of the characteristic equation lie outside the unit circle (e.g., for an AR(1) process $X_t = \\phi X_{t-1} + \\varepsilon_t$, stationarity requires $|\\phi| < 1$). This condition ensures mean reversion.\n\nWhen a shock (innovation $\\varepsilon_t$) hits the process, it immediately affects the current value. Due to the autoregressive structure, this shock propagates into future periods. However, because $|\\phi| < 1$, the magnitude of the shock's effect is multiplied by $\\phi$ in each subsequent period. This creates a geometric decay in the impulse response function. Over time, the influence of the initial shock shrinks toward zero, and the process gradually returns to its unconditional mean.\n\nLet's quickly rule out the other options:\n- **B & C** describe a random walk or unit root process (non-stationary), where shocks have permanent effects.\n- **D** describes an explosive process ($|\\phi| > 1$).\n- **E** describes a moving average process of order 1 (MA(1)) or white noise, not an AR process which has infinite memory.\n- **H** is incorrect because AR processes have memory; the effect lingers, it doesn't vanish instantly.\n- **G, I, J** are either false by definition or describe specific/conditional behaviors rather than the general fate of shocks in a stationary AR model.\n\nThus, the hallmark of stationarity in an AR process is that the impact of any shock decays over time and eventually disappears.\n\nFINAL=F", "content_excerpt": "\n\nIn a stationary autoregressive (AR) process, the defining mathematical condition is that the roots of the characteristic equation lie outside the unit circle (e.g., for an AR(1) process $X_t = \\phi ", "failure_class": null, "finish_reason": "stop", "latency_ms": 15291.874170303345, "reasoning_chars": 5154, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - **Question:** For a stationary autoregressive process, shocks will...\n - **Options:** A through J (10 options)\n - **Task:** Reason thro", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1563, "prompt_tokens": 108, "prompt_tokens_details": null, "total_tokens": 1671 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nIn a stationary autoregressive (AR) process, the defining mathematical condition is that the roots of the characteristic equation lie outside the unit circle (e.g., for an AR(1) process $X_t = \\phi X_{t-1} + \\varepsilon_t$, stationarity requires $|\\phi| < 1$). This condition ensures mean reversion.\n\nWhen a shock (innovation $\\varepsilon_t$) hits the process, it immediately affects the current value. Due to the autoregressive structure, this shock propagates into future periods. However, because $|\\phi| < 1$, the magnitude of the shock's effect is multiplied by $\\phi$ in each subsequent period. This creates a geometric decay in the impulse response function. Over time, the influence of the initial shock shrinks toward zero, and the process gradually returns to its unconditional mean.\n\nLet's quickly rule out the other options:\n- **B & C** describe a random walk or unit root process (non-stationary), where shocks have permanent effects.\n- **D** describes an explosive process ($|\\phi| > 1$).\n- **E** describes a moving average process of order 1 (MA(1)) or white noise, not an AR process which has infinite memory.\n- **H** is incorrect because AR processes have memory; the effect lingers, it doesn't vanish instantly.\n- **G, I, J** are either false by definition or describe specific/conditional behaviors rather than the general fate of shocks in a stationary AR model.\n\nThus, the hallmark of stationarity in an AR process is that the impact of any shock decays over time and eventually disappears.\n\nFINAL=F", "content_excerpt": "\n\nIn a stationary autoregressive (AR) process, the defining mathematical condition is that the roots of the characteristic equation lie outside the unit circle (e.g., for an AR(1) process $X_t = \\phi ", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-35-economics", "latency_ms": 15291.874170303345, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 5154, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - **Question:** For a stationary autoregressive process, shocks will...\n - **Options:** A through J (10 options)\n - **Task:** Reason thro", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1563, "prompt_tokens": 108, "prompt_tokens_details": null, "total_tokens": 1671 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "", "content_excerpt": "", "error": "answer", "failure_class": "reasoning_budget_exhausted", "finish_reason": "length", "latency_ms": 73428.42364311218, "reasoning_chars": 21164, "reasoning_excerpt": "Here's a thinking process to solve the problem:\n\n1. **Analyze the Request:**\n * **Given:**\n * Pole 1 strength ($m_1$) = $4\\pi \\times 10^{-4}$ Wb (Weber).\n * Pole 2 strength ($m", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "failed", "text_checks": [ { "name": "answer", "passed": false } ], "usage": { "completion_tokens": 8448, "prompt_tokens": 149, "prompt_tokens_details": null, "total_tokens": 8597 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "", "content_excerpt": "", "error": "answer", "failure_class": "reasoning_budget_exhausted", "finish_reason": "length", "id": "mmlu-pro-40-engineering", "latency_ms": 73428.42364311218, "pass_count": 0, "pass_rate": 0.0, "reasoning_chars": 21164, "reasoning_excerpt": "Here's a thinking process to solve the problem:\n\n1. **Analyze the Request:**\n * **Given:**\n * Pole 1 strength ($m_1$) = $4\\pi \\times 10^{-4}$ Wb (Weber).\n * Pole 2 strength ($m", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "failed", "text_checks": [ { "name": "answer", "passed": false } ], "usage": { "completion_tokens": 8448, "prompt_tokens": 149, "prompt_tokens_details": null, "total_tokens": 8597 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe statement follows the logical structure **\"P unless Q\"**, where:\n- P = \"Turtles live long lives and are happy creatures\" → `(L and H)`\n- Q = \"they are injured\" → `I`\n\nIn standard propositional logic, the connective **\"unless\"** is translated as **\"or\"** (∨). The phrase \"P unless Q\" is logically equivalent to `P ∨ Q` (or equivalently, `¬Q → P`). Applying this rule gives us `(L and H) or I`.\n\nOption B matches this exact structure. Options A, C, and D misapply logical operators, change the grouping, or introduce undefined variables.\n\nFINAL=B", "content_excerpt": "\n\nThe statement follows the logical structure **\"P unless Q\"**, where:\n- P = \"Turtles live long lives and are happy creatures\" → `(L and H)`\n- Q = \"they are injured\" → `I`\n\nIn standard propositional l", "failure_class": null, "finish_reason": "stop", "latency_ms": 16359.02738571167, "reasoning_chars": 5654, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - **Question:** Which formula of propositional logic best symbolizes: \"Turtles live long lives and are happy creatures, unless they are i", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1783, "prompt_tokens": 120, "prompt_tokens_details": null, "total_tokens": 1903 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe statement follows the logical structure **\"P unless Q\"**, where:\n- P = \"Turtles live long lives and are happy creatures\" → `(L and H)`\n- Q = \"they are injured\" → `I`\n\nIn standard propositional logic, the connective **\"unless\"** is translated as **\"or\"** (∨). The phrase \"P unless Q\" is logically equivalent to `P ∨ Q` (or equivalently, `¬Q → P`). Applying this rule gives us `(L and H) or I`.\n\nOption B matches this exact structure. Options A, C, and D misapply logical operators, change the grouping, or introduce undefined variables.\n\nFINAL=B", "content_excerpt": "\n\nThe statement follows the logical structure **\"P unless Q\"**, where:\n- P = \"Turtles live long lives and are happy creatures\" → `(L and H)`\n- Q = \"they are injured\" → `I`\n\nIn standard propositional l", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-45-philosophy", "latency_ms": 16359.02738571167, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 5654, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze the User Input:**\n - **Question:** Which formula of propositional logic best symbolizes: \"Turtles live long lives and are happy creatures, unless they are i", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1783, "prompt_tokens": 120, "prompt_tokens_details": null, "total_tokens": 1903 }, "validator": "deterministic_text_checks" }, { "attempt_count": 1, "attempts": [ { "attempt": 1, "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe term \"judge ad hoc\" is a specific concept in international law, governed by Article 31 of the Statute of the International Court of Justice (ICJ). Under this provision, if a state party to a contentious case before the ICJ does not have a judge of its own nationality already sitting on the Court's 15-judge bench, it has the right to appoint a judge ad hoc specifically for that case. This ad hoc judge enjoys the same rights and voting power as the regular judges for the duration of that particular dispute.\n\nLet's evaluate the options:\n- **A** is incorrect: The President of the ICJ is elected from among the 15 permanent judges for a three-year term.\n- **B** is imprecise: Ad hoc judges are appointed per case, not for a general \"period.\"\n- **C** is incorrect: A party only appoints an ad hoc judge if it lacks a sitting national judge; it is not automatic in every case.\n- **D** is incorrect: The ICJ decides by majority vote. The President only has a casting vote in the event of a tie, which is unrelated to ad hoc status.\n- **E** is incorrect: Nationality is the explicit trigger for ad hoc appointment.\n- **F, G, H** are incorrect: They describe unrelated procedures or roles (admissibility is decided by the full Court; judges are elected by the UNGA and UNSC, not appointed by the UNSC alone; surrogates are not used in this manner).\n- **I** accurately captures the statutory rule: a party may nominate a judge ad hoc solely for a specific case when it has no national sitting on the bench.\n\nTherefore, option I is the correct and precise definition.\n\nFINAL=I", "content_excerpt": "\n\nThe term \"judge ad hoc\" is a specific concept in international law, governed by Article 31 of the Statute of the International Court of Justice (ICJ). Under this provision, if a state party to a con", "failure_class": null, "finish_reason": "stop", "latency_ms": 16056.7307472229, "reasoning_chars": 5370, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - **Question:** What is the judge ad hoc?\n - **Options:** A through J (10 options)\n - **Task:** Reason through the options, then output t", "reasoning_field": "reasoning", "reasoning_tokens": null, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1707, "prompt_tokens": 161, "prompt_tokens_details": null, "total_tokens": 1868 } } ], "budget": { "legacy_total_budget": false, "max_completion_tokens": 8448, "reasoning_headroom_tokens": 8192, "visible_answer_tokens": 256 }, "content": "\n\nThe term \"judge ad hoc\" is a specific concept in international law, governed by Article 31 of the Statute of the International Court of Justice (ICJ). Under this provision, if a state party to a contentious case before the ICJ does not have a judge of its own nationality already sitting on the Court's 15-judge bench, it has the right to appoint a judge ad hoc specifically for that case. This ad hoc judge enjoys the same rights and voting power as the regular judges for the duration of that particular dispute.\n\nLet's evaluate the options:\n- **A** is incorrect: The President of the ICJ is elected from among the 15 permanent judges for a three-year term.\n- **B** is imprecise: Ad hoc judges are appointed per case, not for a general \"period.\"\n- **C** is incorrect: A party only appoints an ad hoc judge if it lacks a sitting national judge; it is not automatic in every case.\n- **D** is incorrect: The ICJ decides by majority vote. The President only has a casting vote in the event of a tie, which is unrelated to ad hoc status.\n- **E** is incorrect: Nationality is the explicit trigger for ad hoc appointment.\n- **F, G, H** are incorrect: They describe unrelated procedures or roles (admissibility is decided by the full Court; judges are elected by the UNGA and UNSC, not appointed by the UNSC alone; surrogates are not used in this manner).\n- **I** accurately captures the statutory rule: a party may nominate a judge ad hoc solely for a specific case when it has no national sitting on the bench.\n\nTherefore, option I is the correct and precise definition.\n\nFINAL=I", "content_excerpt": "\n\nThe term \"judge ad hoc\" is a specific concept in international law, governed by Article 31 of the Statute of the International Court of Justice (ICJ). Under this provision, if a state party to a con", "failure_class": null, "finish_reason": "stop", "id": "mmlu-pro-65-law", "latency_ms": 16056.7307472229, "pass_count": 1, "pass_rate": 1.0, "reasoning_chars": 5370, "reasoning_excerpt": "Here's a thinking process:\n\n1. **Analyze User Input:**\n - **Question:** What is the judge ad hoc?\n - **Options:** A through J (10 options)\n - **Task:** Reason through the options, then output t", "reasoning_field": "reasoning", "reasoning_tokens": null, "required_pass_rate": 0.66, "status": "passed", "text_checks": [ { "name": "answer", "passed": true } ], "usage": { "completion_tokens": 1707, "prompt_tokens": 161, "prompt_tokens_details": null, "total_tokens": 1868 }, "validator": "deterministic_text_checks" } ], "date": "2026-07-12", "source": "tests/fixtures/eval-data/hf-mmlu-pro-10-repeated.suite.json", "source_sha256": "f6112c6f592c5285f8dae86808285f328161d3b4ae30ef660440d173d47b0636", "status": "failed", "work_class": "independent-multidomain-reasoning-sanity" } }, "thinking": { "chat_template_kwargs": { "enable_thinking": true }, "control_mechanism": "chat_template_kwargs", "control_requested": { "enable_thinking": true }, "control_status": "requested_unverified", "mode": "enabled", "reasoning_effort": null, "unsupported": false }, "timing": { "chat": { "e2e_p50_ms": 0.0, "e2e_p95_ms": 0.0, "output_tokens": 0, "ttft_p50_ms": 0.0, "ttft_p95_ms": 0.0 }, "wall_ms": 310197.50452041626 }, "tool": { "checks": [], "status": "not_run" }, "voice": { "llm_latency_ms": null, "status": "not_run", "stt_latency_ms": null, "total_turn_latency_ms": null, "tts_latency_ms": null } }