{
 "name": "Qwen 3.8 27B: Colombo vs Singapore, MMLU-Pro",
 "date": "2026-10-15",
 "benchmark": {
  "dataset": "TIGER-Lab/MMLU-Pro",
  "split": "test",
  "selection": "first 25 rows per subject (datasets-server filter, offset 0)",
  "subjects": [
   "biology",
   "business",
   "chemistry",
   "computer science",
   "economics",
   "engineering",
   "health",
   "history",
   "law",
   "math"
  ],
  "questionIds": [
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 },
 "request": {
  "endpoint": "POST /v1/chat/completions",
  "stream": true,
  "stream_options": {
   "include_usage": true
  },
  "reasoning_effort": "low",
  "max_tokens": 8000,
  "concurrency": 8,
  "prompt": "The following is a multiple choice question about {subject}. Think step by step, then finish your answer with \"The answer is (X)\" where X is the letter of the correct option.\n\nQuestion: {question}\n\nOptions:\nA. {option}\n..."
 },
 "scoring": "last match of /answer is \\(?\\s*([A-J])\\s*\\)?/i in the answer text (fallback /answer:\\s*\\(?([A-J])\\)?/i); no match or a failed request scores as incorrect",
 "fields": {
  "ttftMs": "request sent to first streamed token, reasoning or answer, measured at the client",
  "firstAnswerTokenMs": "request sent to first answer (non-reasoning) token",
  "totalMs": "request sent to end of stream",
  "completionTokens": "as reported in the usage frame; includes reasoning tokens"
 },
 "deployments": {
  "colombo": "Qwen 3.8 27B LK (qwen3.8-27b-lk), Roar AI, Colombo",
  "singapore": "Qwen 3.8 27B (qwen3.8-27b), cloud provider deployment, Singapore"
 },
 "results": [
  {
   "deployment": "colombo",
   "questionId": 70,
   "subject": "business",
   "answer": "I",
   "picked": "I",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 403.8,
   "firstAnswerTokenMs": 10329.8,
   "totalMs": 14309.5,
   "promptTokens": 230,
   "completionTokens": 880
  },
  {
   "deployment": "colombo",
   "questionId": 71,
   "subject": "business",
   "answer": "F",
   "picked": "F",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 410.6,
   "firstAnswerTokenMs": 8532.2,
   "totalMs": 12748.7,
   "promptTokens": 246,
   "completionTokens": 775
  },
  {
   "deployment": "colombo",
   "questionId": 72,
   "subject": "business",
   "answer": "J",
   "picked": "D",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 403,
   "firstAnswerTokenMs": 22241.8,
   "totalMs": 27533.7,
   "promptTokens": 271,
   "completionTokens": 1690
  },
  {
   "deployment": "colombo",
   "questionId": 73,
   "subject": "business",
   "answer": "C",
   "picked": "H",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 471.9,
   "firstAnswerTokenMs": 7354.1,
   "totalMs": 11968.9,
   "promptTokens": 168,
   "completionTokens": 723
  },
  {
   "deployment": "colombo",
   "questionId": 74,
   "subject": "business",
   "answer": "G",
   "picked": "G",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 404.6,
   "firstAnswerTokenMs": 7972.7,
   "totalMs": 12785.8,
   "promptTokens": 270,
   "completionTokens": 782
  },
  {
   "deployment": "colombo",
   "questionId": 75,
   "subject": "business",
   "answer": "A",
   "picked": "A",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 859.1,
   "firstAnswerTokenMs": 11271.5,
   "totalMs": 14651.6,
   "promptTokens": 233,
   "completionTokens": 857
  },
  {
   "deployment": "colombo",
   "questionId": 76,
   "subject": "business",
   "answer": "D",
   "picked": "D",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 397.5,
   "firstAnswerTokenMs": 3916.3,
   "totalMs": 6671.7,
   "promptTokens": 201,
   "completionTokens": 383
  },
  {
   "deployment": "colombo",
   "questionId": 77,
   "subject": "business",
   "answer": "J",
   "picked": "J",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 399.9,
   "firstAnswerTokenMs": 5958.8,
   "totalMs": 10408.3,
   "promptTokens": 166,
   "completionTokens": 633
  },
  {
   "deployment": "colombo",
   "questionId": 78,
   "subject": "business",
   "answer": "E",
   "picked": "E",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 398.1,
   "firstAnswerTokenMs": 7344.1,
   "totalMs": 11042.9,
   "promptTokens": 171,
   "completionTokens": 676
  },
  {
   "deployment": "colombo",
   "questionId": 79,
   "subject": "business",
   "answer": "F",
   "picked": "F",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 397.6,
   "firstAnswerTokenMs": 6531.7,
   "totalMs": 10546.7,
   "promptTokens": 194,
   "completionTokens": 633
  },
  {
   "deployment": "colombo",
   "questionId": 80,
   "subject": "business",
   "answer": "E",
   "picked": "E",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 528.6,
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   "completionTokens": 504
  },
  {
   "deployment": "colombo",
   "questionId": 81,
   "subject": "business",
   "answer": "G",
   "picked": "C",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 680.7,
   "firstAnswerTokenMs": 10292.7,
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   "promptTokens": 161,
   "completionTokens": 850
  },
  {
   "deployment": "colombo",
   "questionId": 82,
   "subject": "business",
   "answer": "J",
   "picked": "J",
   "correct": true,
   "completed": true,
   "failure": null,
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   "completionTokens": 494
  },
  {
   "deployment": "colombo",
   "questionId": 83,
   "subject": "business",
   "answer": "D",
   "picked": "B",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 637.2,
   "firstAnswerTokenMs": 10872.8,
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   "promptTokens": 155,
   "completionTokens": 887
  },
  {
   "deployment": "colombo",
   "questionId": 84,
   "subject": "business",
   "answer": "F",
   "picked": "J",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 523.8,
   "firstAnswerTokenMs": 7582.2,
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   "promptTokens": 159,
   "completionTokens": 700
  },
  {
   "deployment": "colombo",
   "questionId": 85,
   "subject": "business",
   "answer": "J",
   "picked": "J",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 444.7,
   "firstAnswerTokenMs": 5545.6,
   "totalMs": 9880.2,
   "promptTokens": 197,
   "completionTokens": 589
  },
  {
   "deployment": "colombo",
   "questionId": 86,
   "subject": "business",
   "answer": "F",
   "picked": null,
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 395.6,
   "firstAnswerTokenMs": null,
   "totalMs": 127106,
   "promptTokens": 268,
   "completionTokens": 8000
  },
  {
   "deployment": "colombo",
   "questionId": 87,
   "subject": "business",
   "answer": "A",
   "picked": "A",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 396.9,
   "firstAnswerTokenMs": 10233.6,
   "totalMs": 17473.8,
   "promptTokens": 241,
   "completionTokens": 1081
  },
  {
   "deployment": "colombo",
   "questionId": 88,
   "subject": "business",
   "answer": "B",
   "picked": "B",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 539.2,
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   "totalMs": 18505.3,
   "promptTokens": 487,
   "completionTokens": 1120
  },
  {
   "deployment": "colombo",
   "questionId": 89,
   "subject": "business",
   "answer": "D",
   "picked": "D",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 391.5,
   "firstAnswerTokenMs": 5421.9,
   "totalMs": 8814.9,
   "promptTokens": 267,
   "completionTokens": 528
  },
  {
   "deployment": "colombo",
   "questionId": 90,
   "subject": "business",
   "answer": "J",
   "picked": "J",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 754.6,
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   "promptTokens": 429,
   "completionTokens": 1442
  },
  {
   "deployment": "colombo",
   "questionId": 91,
   "subject": "business",
   "answer": "I",
   "picked": "I",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 525.9,
   "firstAnswerTokenMs": 4850.1,
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   "promptTokens": 319,
   "completionTokens": 580
  },
  {
   "deployment": "colombo",
   "questionId": 92,
   "subject": "business",
   "answer": "E",
   "picked": "E",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 399.3,
   "firstAnswerTokenMs": 7240.1,
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   "promptTokens": 220,
   "completionTokens": 694
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  {
   "deployment": "colombo",
   "questionId": 93,
   "subject": "business",
   "answer": "H",
   "picked": "H",
   "correct": true,
   "completed": true,
   "failure": null,
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   "promptTokens": 218,
   "completionTokens": 394
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  {
   "deployment": "colombo",
   "questionId": 94,
   "subject": "business",
   "answer": "J",
   "picked": "J",
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   "failure": null,
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   "completionTokens": 1015
  },
  {
   "deployment": "colombo",
   "questionId": 866,
   "subject": "law",
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   "picked": "G",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 384.1,
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   "completionTokens": 1225
  },
  {
   "deployment": "colombo",
   "questionId": 867,
   "subject": "law",
   "answer": "B",
   "picked": "B",
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   "failure": null,
   "ttftMs": 550.4,
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  {
   "deployment": "colombo",
   "questionId": 868,
   "subject": "law",
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   "picked": "A",
   "correct": false,
   "completed": true,
   "failure": null,
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   "promptTokens": 602,
   "completionTokens": 2383
  },
  {
   "deployment": "colombo",
   "questionId": 869,
   "subject": "law",
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   "picked": "I",
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 567.1,
   "firstAnswerTokenMs": 34687.9,
   "totalMs": 40547.1,
   "promptTokens": 549,
   "completionTokens": 2572
  },
  {
   "deployment": "colombo",
   "questionId": 870,
   "subject": "law",
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   "picked": "E",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 468.4,
   "firstAnswerTokenMs": 15013.1,
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   "completionTokens": 1353
  },
  {
   "deployment": "colombo",
   "questionId": 871,
   "subject": "law",
   "answer": "C",
   "picked": "C",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 835.1,
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   "completionTokens": 1288
  },
  {
   "deployment": "colombo",
   "questionId": 872,
   "subject": "law",
   "answer": "G",
   "picked": "G",
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   "completed": true,
   "failure": null,
   "ttftMs": 634.8,
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  {
   "deployment": "colombo",
   "questionId": 873,
   "subject": "law",
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   "picked": "E",
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   "failure": null,
   "ttftMs": 406.7,
   "firstAnswerTokenMs": 12389,
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   "completionTokens": 1204
  },
  {
   "deployment": "colombo",
   "questionId": 874,
   "subject": "law",
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   "picked": "F",
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   "completed": true,
   "failure": null,
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   "completionTokens": 3297
  },
  {
   "deployment": "colombo",
   "questionId": 875,
   "subject": "law",
   "answer": "J",
   "picked": null,
   "correct": false,
   "completed": true,
   "failure": null,
   "ttftMs": 343.2,
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   "completionTokens": 1355
  },
  {
   "deployment": "colombo",
   "questionId": 876,
   "subject": "law",
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   "picked": "B",
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   "failure": null,
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  },
  {
   "deployment": "colombo",
   "questionId": 877,
   "subject": "law",
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   "picked": "I",
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   "failure": null,
   "ttftMs": 481.2,
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   "completionTokens": 1398
  },
  {
   "deployment": "colombo",
   "questionId": 878,
   "subject": "law",
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   "picked": "H",
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   "failure": null,
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   "firstAnswerTokenMs": 26249,
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   "promptTokens": 442,
   "completionTokens": 2050
  },
  {
   "deployment": "colombo",
   "questionId": 879,
   "subject": "law",
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   "picked": "A",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 479.6,
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   "promptTokens": 505,
   "completionTokens": 1370
  },
  {
   "deployment": "colombo",
   "questionId": 880,
   "subject": "law",
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   "picked": "D",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 536,
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   "promptTokens": 492,
   "completionTokens": 1489
  },
  {
   "deployment": "colombo",
   "questionId": 881,
   "subject": "law",
   "answer": "C",
   "picked": "C",
   "correct": true,
   "completed": true,
   "failure": null,
   "ttftMs": 2097.8,
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   "promptTokens": 365,
   "completionTokens": 1164
  },
  {
   "deployment": "colombo",
   "questionId": 882,
   "subject": "law",
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   "picked": "G",
   "correct": true,
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   "failure": null,
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   "promptTokens": 320,
   "completionTokens": 1200
  },
  {
   "deployment": "colombo",
   "questionId": 883,
   "subject": "law",
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   "picked": "B",
   "correct": true,
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   "failure": null,
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  },
  {
   "deployment": "colombo",
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   "subject": "law",
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   "picked": "B",
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  },
  {
   "deployment": "colombo",
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