{
 "by_provider": {
  "sarvam|public": {
   "samples": 7229,
   "wer": 0.3602,
   "cer": 0.2453,
   "wer_script_agnostic": 0.3438,
   "wer_median": 0.3333,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.09,
   "latency_p90_s": 3.759,
   "rtf_median": 0.1546,
   "cost_usd_total": 9.1556,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 1019.2
  },
  "sarvam-saaras|public": {
   "samples": 7199,
   "wer": 0.3345,
   "cer": 0.2316,
   "wer_script_agnostic": 0.3182,
   "wer_median": 0.3043,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.062,
   "latency_p90_s": 3.724,
   "rtf_median": 0.153,
   "cost_usd_total": 9.1165,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 1014.9
  },
  "sarvam-saaras-v4|public": {
   "samples": 7230,
   "wer": 0.3006,
   "cer": 0.2071,
   "wer_script_agnostic": 0.2864,
   "wer_median": 0.2727,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.559,
   "latency_p90_s": 2.88,
   "rtf_median": 0.0854,
   "cost_usd_total": 9.1571,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 1019.4
  },
  "whisper|public": {
   "samples": 7238,
   "wer": 0.6247,
   "cer": 0.4087,
   "wer_script_agnostic": 0.5984,
   "wer_median": 0.6,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.381,
   "latency_p90_s": 5.919,
   "rtf_median": 0.3242,
   "cost_usd_total": 6.1695,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 1028.1
  },
  "gemini|public": {
   "samples": 799,
   "wer": 0.2081,
   "cer": 0.0927,
   "wer_script_agnostic": 0.2026,
   "wer_median": 0.1765,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.164,
   "latency_p90_s": 4.444,
   "rtf_median": 0.3024,
   "cost_usd_total": 1.1236,
   "cost_usd_per_hour": 0.4451,
   "audio_minutes": 151.5
  },
  "voxtral|public": {
   "samples": 800,
   "wer": 1.7363,
   "cer": 1.4727,
   "wer_script_agnostic": 1.7295,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.304,
   "latency_p90_s": 2.031,
   "rtf_median": 0.1214,
   "cost_usd_total": 0.8919,
   "cost_usd_per_hour": 0.3532,
   "audio_minutes": 151.5
  },
  "gpt-audio|public": {
   "samples": 336,
   "wer": 0.5415,
   "cer": 0.3983,
   "wer_script_agnostic": 0.5362,
   "wer_median": 0.4242,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.768,
   "latency_p90_s": 2.72,
   "rtf_median": 0.1903,
   "cost_usd_total": 1.2741,
   "cost_usd_per_hour": 1.3927,
   "audio_minutes": 54.9
  },
  "sarvam|heldout": {
   "samples": 132,
   "wer": 0.1972,
   "cer": 0.1847,
   "wer_script_agnostic": 0.1814,
   "wer_median": 0.0,
   "self_ref_rate": 0.5758,
   "latency_median_s": 1.671,
   "latency_p90_s": 3.758,
   "rtf_median": 0.0746,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras|heldout": {
   "samples": 132,
   "wer": 0.2275,
   "cer": 0.202,
   "wer_script_agnostic": 0.2101,
   "wer_median": 0.1061,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.529,
   "latency_p90_s": 4.083,
   "rtf_median": 0.0695,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras-v4|heldout": {
   "samples": 132,
   "wer": 0.258,
   "cer": 0.2247,
   "wer_script_agnostic": 0.2379,
   "wer_median": 0.1343,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.739,
   "latency_p90_s": 0.953,
   "rtf_median": 0.0336,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "whisper|heldout": {
   "samples": 132,
   "wer": 0.4761,
   "cer": 0.3546,
   "wer_script_agnostic": 0.4589,
   "wer_median": 0.3898,
   "self_ref_rate": 0.0455,
   "latency_median_s": 5.911,
   "latency_p90_s": 13.112,
   "rtf_median": 0.265,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 48.5
  },
  "gemini|heldout": {
   "samples": 132,
   "wer": 0.2217,
   "cer": 0.1993,
   "wer_script_agnostic": 0.2048,
   "wer_median": 0.1167,
   "self_ref_rate": 0.3788,
   "latency_median_s": 3.713,
   "latency_p90_s": 4.851,
   "rtf_median": 0.1673,
   "cost_usd_total": 0.3471,
   "cost_usd_per_hour": 0.4295,
   "audio_minutes": 48.5
  },
  "voxtral|heldout": {
   "samples": 132,
   "wer": 0.7198,
   "cer": 0.6632,
   "wer_script_agnostic": 0.7024,
   "wer_median": 0.2656,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.931,
   "latency_p90_s": 2.688,
   "rtf_median": 0.0852,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 48.5
  },
  "gpt-audio|heldout": {
   "samples": 132,
   "wer": 0.2852,
   "cer": 0.2414,
   "wer_script_agnostic": 0.2703,
   "wer_median": 0.1977,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.661,
   "latency_p90_s": 3.435,
   "rtf_median": 0.1188,
   "cost_usd_total": 1.0902,
   "cost_usd_per_hour": 1.3489,
   "audio_minutes": 48.5
  }
 },
 "by_provider_comparable": {
  "sarvam|public": {
   "samples": 324,
   "wer": 0.3731,
   "cer": 0.21,
   "wer_script_agnostic": 0.3622,
   "wer_median": 0.3182,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.019,
   "latency_p90_s": 3.617,
   "rtf_median": 0.1163,
   "cost_usd_total": 0.4702,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 52.3
  },
  "sarvam-saaras|public": {
   "samples": 324,
   "wer": 0.3231,
   "cer": 0.2048,
   "wer_script_agnostic": 0.3119,
   "wer_median": 0.2857,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.076,
   "latency_p90_s": 3.664,
   "rtf_median": 0.1221,
   "cost_usd_total": 0.4702,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 52.3
  },
  "sarvam-saaras-v4|public": {
   "samples": 324,
   "wer": 0.2612,
   "cer": 0.1621,
   "wer_script_agnostic": 0.2526,
   "wer_median": 0.2174,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.588,
   "latency_p90_s": 2.903,
   "rtf_median": 0.078,
   "cost_usd_total": 0.4702,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 52.3
  },
  "whisper|public": {
   "samples": 324,
   "wer": 0.7834,
   "cer": 0.5552,
   "wer_script_agnostic": 0.767,
   "wer_median": 0.7931,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.276,
   "latency_p90_s": 10.133,
   "rtf_median": 0.3782,
   "cost_usd_total": 0.3141,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 52.3
  },
  "gemini|public": {
   "samples": 324,
   "wer": 0.2646,
   "cer": 0.1602,
   "wer_script_agnostic": 0.255,
   "wer_median": 0.2333,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.964,
   "latency_p90_s": 4.132,
   "rtf_median": 0.3408,
   "cost_usd_total": 0.3819,
   "cost_usd_per_hour": 0.4378,
   "audio_minutes": 52.3
  },
  "voxtral|public": {
   "samples": 324,
   "wer": 2.9376,
   "cer": 2.6817,
   "wer_script_agnostic": 2.9293,
   "wer_median": 0.8333,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.296,
   "latency_p90_s": 2.242,
   "rtf_median": 0.1411,
   "cost_usd_total": 0.3127,
   "cost_usd_per_hour": 0.3584,
   "audio_minutes": 52.3
  },
  "gpt-audio|public": {
   "samples": 324,
   "wer": 0.5353,
   "cer": 0.3939,
   "wer_script_agnostic": 0.5298,
   "wer_median": 0.4167,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.756,
   "latency_p90_s": 2.72,
   "rtf_median": 0.1903,
   "cost_usd_total": 1.2159,
   "cost_usd_per_hour": 1.3937,
   "audio_minutes": 52.3
  },
  "sarvam|heldout": {
   "samples": 132,
   "wer": 0.1972,
   "cer": 0.1847,
   "wer_script_agnostic": 0.1814,
   "wer_median": 0.0,
   "self_ref_rate": 0.5758,
   "latency_median_s": 1.671,
   "latency_p90_s": 3.758,
   "rtf_median": 0.0746,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras|heldout": {
   "samples": 132,
   "wer": 0.2275,
   "cer": 0.202,
   "wer_script_agnostic": 0.2101,
   "wer_median": 0.1061,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.529,
   "latency_p90_s": 4.083,
   "rtf_median": 0.0695,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras-v4|heldout": {
   "samples": 132,
   "wer": 0.258,
   "cer": 0.2247,
   "wer_script_agnostic": 0.2379,
   "wer_median": 0.1343,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.739,
   "latency_p90_s": 0.953,
   "rtf_median": 0.0336,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "whisper|heldout": {
   "samples": 132,
   "wer": 0.4761,
   "cer": 0.3546,
   "wer_script_agnostic": 0.4589,
   "wer_median": 0.3898,
   "self_ref_rate": 0.0455,
   "latency_median_s": 5.911,
   "latency_p90_s": 13.112,
   "rtf_median": 0.265,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 48.5
  },
  "gemini|heldout": {
   "samples": 132,
   "wer": 0.2217,
   "cer": 0.1993,
   "wer_script_agnostic": 0.2048,
   "wer_median": 0.1167,
   "self_ref_rate": 0.3788,
   "latency_median_s": 3.713,
   "latency_p90_s": 4.851,
   "rtf_median": 0.1673,
   "cost_usd_total": 0.3471,
   "cost_usd_per_hour": 0.4295,
   "audio_minutes": 48.5
  },
  "voxtral|heldout": {
   "samples": 132,
   "wer": 0.7198,
   "cer": 0.6632,
   "wer_script_agnostic": 0.7024,
   "wer_median": 0.2656,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.931,
   "latency_p90_s": 2.688,
   "rtf_median": 0.0852,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 48.5
  },
  "gpt-audio|heldout": {
   "samples": 132,
   "wer": 0.2852,
   "cer": 0.2414,
   "wer_script_agnostic": 0.2703,
   "wer_median": 0.1977,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.661,
   "latency_p90_s": 3.435,
   "rtf_median": 0.1188,
   "cost_usd_total": 1.0902,
   "cost_usd_per_hour": 1.3489,
   "audio_minutes": 48.5
  }
 },
 "comparable_counts": {
  "public": 324,
  "heldout": 132
 },
 "by_provider_dataset": {
  "sarvam|fleurs": {
   "samples": 1189,
   "wer": 0.3325,
   "cer": 0.1723,
   "wer_script_agnostic": 0.3304,
   "wer_median": 0.1923,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.102,
   "latency_p90_s": 3.778,
   "rtf_median": 0.0985,
   "cost_usd_total": 2.1888,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 243.7
  },
  "sarvam-saaras|fleurs": {
   "samples": 1179,
   "wer": 0.2879,
   "cer": 0.1603,
   "wer_script_agnostic": 0.2859,
   "wer_median": 0.1765,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.14,
   "latency_p90_s": 3.744,
   "rtf_median": 0.1029,
   "cost_usd_total": 2.1696,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 241.5
  },
  "sarvam-saaras-v4|fleurs": {
   "samples": 1189,
   "wer": 0.1903,
   "cer": 0.0849,
   "wer_script_agnostic": 0.1883,
   "wer_median": 0.1282,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.601,
   "latency_p90_s": 2.935,
   "rtf_median": 0.0569,
   "cost_usd_total": 2.1888,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 243.7
  },
  "whisper|fleurs": {
   "samples": 1200,
   "wer": 0.8384,
   "cer": 0.5546,
   "wer_script_agnostic": 0.8269,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 4.307,
   "latency_p90_s": 12.512,
   "rtf_median": 0.386,
   "cost_usd_total": 1.5014,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 250.2
  },
  "gemini|fleurs": {
   "samples": 600,
   "wer": 0.1709,
   "cer": 0.0474,
   "wer_script_agnostic": 0.1686,
   "wer_median": 0.1429,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.222,
   "latency_p90_s": 4.486,
   "rtf_median": 0.28,
   "cost_usd_total": 0.9283,
   "cost_usd_per_hour": 0.445,
   "audio_minutes": 125.2
  },
  "voxtral|fleurs": {
   "samples": 600,
   "wer": 0.9494,
   "cer": 0.6914,
   "wer_script_agnostic": 0.9447,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.326,
   "latency_p90_s": 1.973,
   "rtf_median": 0.1128,
   "cost_usd_total": 0.7308,
   "cost_usd_per_hour": 0.3503,
   "audio_minutes": 125.2
  },
  "gpt-audio|fleurs": {
   "samples": 136,
   "wer": 0.3915,
   "cer": 0.2059,
   "wer_script_agnostic": 0.3915,
   "wer_median": 0.3333,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.965,
   "latency_p90_s": 2.837,
   "rtf_median": 0.1634,
   "cost_usd_total": 0.6524,
   "cost_usd_per_hour": 1.3719,
   "audio_minutes": 28.5
  },
  "sarvam|mucs_hinglish": {
   "samples": 3126,
   "wer": 0.5476,
   "cer": 0.5014,
   "wer_script_agnostic": 0.5282,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.014,
   "latency_p90_s": 3.655,
   "rtf_median": 0.2099,
   "cost_usd_total": 2.7663,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 307.9
  },
  "sarvam-saaras|mucs_hinglish": {
   "samples": 3111,
   "wer": 0.5416,
   "cer": 0.5041,
   "wer_script_agnostic": 0.5217,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.02,
   "latency_p90_s": 3.665,
   "rtf_median": 0.2117,
   "cost_usd_total": 2.7543,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 306.6
  },
  "sarvam-saaras-v4|mucs_hinglish": {
   "samples": 3127,
   "wer": 0.5061,
   "cer": 0.4699,
   "wer_script_agnostic": 0.4899,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.526,
   "latency_p90_s": 2.83,
   "rtf_median": 0.1132,
   "cost_usd_total": 2.7678,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 308.1
  },
  "whisper|mucs_hinglish": {
   "samples": 3129,
   "wer": 0.5746,
   "cer": 0.4765,
   "wer_script_agnostic": 0.5514,
   "wer_median": 0.5417,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.942,
   "latency_p90_s": 3.56,
   "rtf_median": 0.3635,
   "cost_usd_total": 1.8626,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 310.4
  },
  "gemini|mucs_hinglish": {
   "samples": 99,
   "wer": 0.4906,
   "cer": 0.4781,
   "wer_script_agnostic": 0.4795,
   "wer_median": 0.5294,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.83,
   "latency_p90_s": 3.887,
   "rtf_median": 0.587,
   "cost_usd_total": 0.076,
   "cost_usd_per_hour": 0.4558,
   "audio_minutes": 10.0
  },
  "voxtral|mucs_hinglish": {
   "samples": 100,
   "wer": 9.2611,
   "cer": 9.6549,
   "wer_script_agnostic": 9.2543,
   "wer_median": 1.125,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.237,
   "latency_p90_s": 3.443,
   "rtf_median": 0.2287,
   "cost_usd_total": 0.0663,
   "cost_usd_per_hour": 0.3949,
   "audio_minutes": 10.1
  },
  "gpt-audio|mucs_hinglish": {
   "samples": 100,
   "wer": 1.0323,
   "cer": 0.9865,
   "wer_script_agnostic": 1.0298,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.59,
   "latency_p90_s": 3.037,
   "rtf_median": 0.3236,
   "cost_usd_total": 0.244,
   "cost_usd_per_hour": 1.4531,
   "audio_minutes": 10.1
  },
  "sarvam|gramvaani": {
   "samples": 2914,
   "wer": 0.2754,
   "cer": 0.1405,
   "wer_script_agnostic": 0.2559,
   "wer_median": 0.2581,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.132,
   "latency_p90_s": 3.852,
   "rtf_median": 0.1231,
   "cost_usd_total": 4.2005,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 467.7
  },
  "sarvam-saaras|gramvaani": {
   "samples": 2909,
   "wer": 0.2461,
   "cer": 0.1184,
   "wer_script_agnostic": 0.227,
   "wer_median": 0.2308,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.053,
   "latency_p90_s": 3.754,
   "rtf_median": 0.1136,
   "cost_usd_total": 4.1926,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 466.8
  },
  "sarvam-saaras-v4|gramvaani": {
   "samples": 2914,
   "wer": 0.233,
   "cer": 0.1146,
   "wer_script_agnostic": 0.2159,
   "wer_median": 0.2188,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.572,
   "latency_p90_s": 2.894,
   "rtf_median": 0.0649,
   "cost_usd_total": 4.2005,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 467.7
  },
  "whisper|gramvaani": {
   "samples": 2909,
   "wer": 0.5808,
   "cer": 0.3274,
   "wer_script_agnostic": 0.5482,
   "wer_median": 0.5862,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.607,
   "latency_p90_s": 5.38,
   "rtf_median": 0.2767,
   "cost_usd_total": 2.8055,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 467.6
  },
  "gemini|gramvaani": {
   "samples": 100,
   "wer": 0.2529,
   "cer": 0.1291,
   "wer_script_agnostic": 0.235,
   "wer_median": 0.24,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.192,
   "latency_p90_s": 4.506,
   "rtf_median": 0.3373,
   "cost_usd_total": 0.1193,
   "cost_usd_per_hour": 0.4396,
   "audio_minutes": 16.3
  },
  "voxtral|gramvaani": {
   "samples": 100,
   "wer": 1.9666,
   "cer": 1.3767,
   "wer_script_agnostic": 1.9499,
   "wer_median": 0.4167,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.285,
   "latency_p90_s": 2.146,
   "rtf_median": 0.1345,
   "cost_usd_total": 0.0947,
   "cost_usd_per_hour": 0.3491,
   "audio_minutes": 16.3
  },
  "gpt-audio|gramvaani": {
   "samples": 100,
   "wer": 0.4701,
   "cer": 0.3257,
   "wer_script_agnostic": 0.458,
   "wer_median": 0.4,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.71,
   "latency_p90_s": 2.451,
   "rtf_median": 0.174,
   "cost_usd_total": 0.3777,
   "cost_usd_per_hour": 1.392,
   "audio_minutes": 16.3
  },
  "sarvam|heldout_yt": {
   "samples": 132,
   "wer": 0.1972,
   "cer": 0.1847,
   "wer_script_agnostic": 0.1814,
   "wer_median": 0.0,
   "self_ref_rate": 0.5758,
   "latency_median_s": 1.671,
   "latency_p90_s": 3.758,
   "rtf_median": 0.0746,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras|heldout_yt": {
   "samples": 132,
   "wer": 0.2275,
   "cer": 0.202,
   "wer_script_agnostic": 0.2101,
   "wer_median": 0.1061,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.529,
   "latency_p90_s": 4.083,
   "rtf_median": 0.0695,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "sarvam-saaras-v4|heldout_yt": {
   "samples": 132,
   "wer": 0.258,
   "cer": 0.2247,
   "wer_script_agnostic": 0.2379,
   "wer_median": 0.1343,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.739,
   "latency_p90_s": 0.953,
   "rtf_median": 0.0336,
   "cost_usd_total": 0.4356,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 48.5
  },
  "whisper|heldout_yt": {
   "samples": 132,
   "wer": 0.4761,
   "cer": 0.3546,
   "wer_script_agnostic": 0.4589,
   "wer_median": 0.3898,
   "self_ref_rate": 0.0455,
   "latency_median_s": 5.911,
   "latency_p90_s": 13.112,
   "rtf_median": 0.265,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 48.5
  },
  "gemini|heldout_yt": {
   "samples": 132,
   "wer": 0.2217,
   "cer": 0.1993,
   "wer_script_agnostic": 0.2048,
   "wer_median": 0.1167,
   "self_ref_rate": 0.3788,
   "latency_median_s": 3.713,
   "latency_p90_s": 4.851,
   "rtf_median": 0.1673,
   "cost_usd_total": 0.3471,
   "cost_usd_per_hour": 0.4295,
   "audio_minutes": 48.5
  },
  "voxtral|heldout_yt": {
   "samples": 132,
   "wer": 0.7198,
   "cer": 0.6632,
   "wer_script_agnostic": 0.7024,
   "wer_median": 0.2656,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.931,
   "latency_p90_s": 2.688,
   "rtf_median": 0.0852,
   "cost_usd_total": 0.291,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 48.5
  },
  "gpt-audio|heldout_yt": {
   "samples": 132,
   "wer": 0.2852,
   "cer": 0.2414,
   "wer_script_agnostic": 0.2703,
   "wer_median": 0.1977,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.661,
   "latency_p90_s": 3.435,
   "rtf_median": 0.1188,
   "cost_usd_total": 1.0902,
   "cost_usd_per_hour": 1.3489,
   "audio_minutes": 48.5
  }
 },
 "by_provider_language": {
  "sarvam|as": {
   "samples": 99,
   "wer": 0.9168,
   "cer": 0.3671,
   "wer_script_agnostic": 0.9168,
   "wer_median": 0.8947,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.049,
   "latency_p90_s": 1.903,
   "rtf_median": 0.0941,
   "cost_usd_total": 0.1766,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 19.7
  },
  "sarvam-saaras|as": {
   "samples": 92,
   "wer": 0.5346,
   "cer": 0.3189,
   "wer_script_agnostic": 0.5346,
   "wer_median": 0.4074,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.132,
   "latency_p90_s": 1.58,
   "rtf_median": 0.0997,
   "cost_usd_total": 0.1614,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.0
  },
  "sarvam-saaras-v4|as": {
   "samples": 99,
   "wer": 0.2537,
   "cer": 0.0923,
   "wer_script_agnostic": 0.2537,
   "wer_median": 0.2,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.617,
   "latency_p90_s": 0.873,
   "rtf_median": 0.0555,
   "cost_usd_total": 0.1766,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 19.7
  },
  "whisper|as": {
   "samples": 100,
   "wer": 1.1083,
   "cer": 0.7468,
   "wer_script_agnostic": 1.1083,
   "wer_median": 1.0556,
   "self_ref_rate": 0.0,
   "latency_median_s": 5.344,
   "latency_p90_s": 15.67,
   "rtf_median": 0.5338,
   "cost_usd_total": 0.1212,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 20.2
  },
  "gemini|as": {
   "samples": 50,
   "wer": 0.2004,
   "cer": 0.0571,
   "wer_script_agnostic": 0.2004,
   "wer_median": 0.2,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.029,
   "latency_p90_s": 4.177,
   "rtf_median": 0.2706,
   "cost_usd_total": 0.0793,
   "cost_usd_per_hour": 0.4492,
   "audio_minutes": 10.6
  },
  "voxtral|as": {
   "samples": 50,
   "wer": 1.2326,
   "cer": 0.9643,
   "wer_script_agnostic": 1.2326,
   "wer_median": 1.25,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.339,
   "latency_p90_s": 2.216,
   "rtf_median": 0.1197,
   "cost_usd_total": 0.0623,
   "cost_usd_per_hour": 0.3528,
   "audio_minutes": 10.6
  },
  "gpt-audio|as": {
   "samples": 50,
   "wer": 0.5526,
   "cer": 0.3211,
   "wer_script_agnostic": 0.5526,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.154,
   "latency_p90_s": 2.995,
   "rtf_median": 0.1643,
   "cost_usd_total": 0.2429,
   "cost_usd_per_hour": 1.3757,
   "audio_minutes": 10.6
  },
  "sarvam|bn": {
   "samples": 100,
   "wer": 0.15,
   "cer": 0.0375,
   "wer_script_agnostic": 0.15,
   "wer_median": 0.1304,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.929,
   "latency_p90_s": 1.183,
   "rtf_median": 0.0751,
   "cost_usd_total": 0.2002,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.3
  },
  "sarvam-saaras|bn": {
   "samples": 100,
   "wer": 0.1285,
   "cer": 0.0269,
   "wer_script_agnostic": 0.1285,
   "wer_median": 0.1176,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.053,
   "latency_p90_s": 3.914,
   "rtf_median": 0.0867,
   "cost_usd_total": 0.2002,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.3
  },
  "sarvam-saaras-v4|bn": {
   "samples": 100,
   "wer": 0.1145,
   "cer": 0.0308,
   "wer_script_agnostic": 0.1145,
   "wer_median": 0.0909,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.054,
   "latency_p90_s": 3.005,
   "rtf_median": 0.0888,
   "cost_usd_total": 0.2002,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.3
  },
  "whisper|bn": {
   "samples": 100,
   "wer": 1.1344,
   "cer": 0.8831,
   "wer_script_agnostic": 1.1344,
   "wer_median": 1.0556,
   "self_ref_rate": 0.0,
   "latency_median_s": 5.697,
   "latency_p90_s": 14.718,
   "rtf_median": 0.4739,
   "cost_usd_total": 0.1337,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 22.3
  },
  "gemini|bn": {
   "samples": 50,
   "wer": 0.1421,
   "cer": 0.0311,
   "wer_script_agnostic": 0.1421,
   "wer_median": 0.12,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.936,
   "latency_p90_s": 4.06,
   "rtf_median": 0.2166,
   "cost_usd_total": 0.0737,
   "cost_usd_per_hour": 0.3881,
   "audio_minutes": 11.4
  },
  "voxtral|bn": {
   "samples": 50,
   "wer": 0.5301,
   "cer": 0.331,
   "wer_script_agnostic": 0.5301,
   "wer_median": 0.4,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.443,
   "latency_p90_s": 2.218,
   "rtf_median": 0.1035,
   "cost_usd_total": 0.0665,
   "cost_usd_per_hour": 0.3503,
   "audio_minutes": 11.4
  },
  "gpt-audio|bn": {
   "samples": 50,
   "wer": 0.2583,
   "cer": 0.1067,
   "wer_script_agnostic": 0.2583,
   "wer_median": 0.2308,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.004,
   "latency_p90_s": 2.956,
   "rtf_median": 0.1508,
   "cost_usd_total": 0.2565,
   "cost_usd_per_hour": 1.3507,
   "audio_minutes": 11.4
  },
  "sarvam|gu": {
   "samples": 100,
   "wer": 0.1876,
   "cer": 0.0509,
   "wer_script_agnostic": 0.1876,
   "wer_median": 0.1538,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.132,
   "latency_p90_s": 3.771,
   "rtf_median": 0.122,
   "cost_usd_total": 0.1594,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.7
  },
  "sarvam-saaras|gu": {
   "samples": 99,
   "wer": 0.1906,
   "cer": 0.0536,
   "wer_script_agnostic": 0.1906,
   "wer_median": 0.1579,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.148,
   "latency_p90_s": 3.587,
   "rtf_median": 0.1119,
   "cost_usd_total": 0.1581,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.6
  },
  "sarvam-saaras-v4|gu": {
   "samples": 100,
   "wer": 0.1489,
   "cer": 0.0381,
   "wer_script_agnostic": 0.1489,
   "wer_median": 0.1154,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.588,
   "latency_p90_s": 2.896,
   "rtf_median": 0.0621,
   "cost_usd_total": 0.1594,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.7
  },
  "whisper|gu": {
   "samples": 100,
   "wer": 1.0482,
   "cer": 0.7559,
   "wer_script_agnostic": 1.0477,
   "wer_median": 1.0625,
   "self_ref_rate": 0.0,
   "latency_median_s": 5.679,
   "latency_p90_s": 17.361,
   "rtf_median": 0.5658,
   "cost_usd_total": 0.1065,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 17.7
  },
  "gemini|gu": {
   "samples": 50,
   "wer": 0.173,
   "cer": 0.0429,
   "wer_script_agnostic": 0.173,
   "wer_median": 0.1429,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.962,
   "latency_p90_s": 3.945,
   "rtf_median": 0.3074,
   "cost_usd_total": 0.0729,
   "cost_usd_per_hour": 0.4738,
   "audio_minutes": 9.2
  },
  "voxtral|gu": {
   "samples": 50,
   "wer": 1.066,
   "cer": 0.8922,
   "wer_script_agnostic": 1.066,
   "wer_median": 1.1,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.302,
   "latency_p90_s": 2.171,
   "rtf_median": 0.1158,
   "cost_usd_total": 0.0535,
   "cost_usd_per_hour": 0.3479,
   "audio_minutes": 9.2
  },
  "gpt-audio|gu": {
   "samples": 36,
   "wer": 0.369,
   "cer": 0.1946,
   "wer_script_agnostic": 0.369,
   "wer_median": 0.2667,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.738,
   "latency_p90_s": 2.603,
   "rtf_median": 0.1859,
   "cost_usd_total": 0.153,
   "cost_usd_per_hour": 1.4026,
   "audio_minutes": 6.5
  },
  "sarvam|hi": {
   "samples": 3145,
   "wer": 0.2621,
   "cer": 0.1421,
   "wer_script_agnostic": 0.2434,
   "wer_median": 0.25,
   "self_ref_rate": 0.0242,
   "latency_median_s": 1.15,
   "latency_p90_s": 3.856,
   "rtf_median": 0.1197,
   "cost_usd_total": 4.8137,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 535.9
  },
  "sarvam-saaras|hi": {
   "samples": 3140,
   "wer": 0.2398,
   "cer": 0.1246,
   "wer_script_agnostic": 0.2212,
   "wer_median": 0.2222,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.073,
   "latency_p90_s": 3.764,
   "rtf_median": 0.1114,
   "cost_usd_total": 4.8058,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 535.0
  },
  "sarvam-saaras-v4|hi": {
   "samples": 3145,
   "wer": 0.231,
   "cer": 0.1235,
   "wer_script_agnostic": 0.2139,
   "wer_median": 0.2121,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.584,
   "latency_p90_s": 2.894,
   "rtf_median": 0.0636,
   "cost_usd_total": 4.8137,
   "cost_usd_per_hour": 0.5389,
   "audio_minutes": 535.9
  },
  "whisper|hi": {
   "samples": 3141,
   "wer": 0.5625,
   "cer": 0.3245,
   "wer_script_agnostic": 0.5313,
   "wer_median": 0.5714,
   "self_ref_rate": 0.0019,
   "latency_median_s": 2.657,
   "latency_p90_s": 6.067,
   "rtf_median": 0.2755,
   "cost_usd_total": 3.2183,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 536.4
  },
  "gemini|hi": {
   "samples": 282,
   "wer": 0.2157,
   "cer": 0.169,
   "wer_script_agnostic": 0.1995,
   "wer_median": 0.1538,
   "self_ref_rate": 0.1773,
   "latency_median_s": 3.459,
   "latency_p90_s": 4.779,
   "rtf_median": 0.2356,
   "cost_usd_total": 0.5321,
   "cost_usd_per_hour": 0.4301,
   "audio_minutes": 74.2
  },
  "voxtral|hi": {
   "samples": 282,
   "wer": 0.917,
   "cer": 0.7506,
   "wer_script_agnostic": 0.9009,
   "wer_median": 0.2941,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.563,
   "latency_p90_s": 2.44,
   "rtf_median": 0.1049,
   "cost_usd_total": 0.4406,
   "cost_usd_per_hour": 0.3562,
   "audio_minutes": 74.2
  },
  "sarvam|kn": {
   "samples": 98,
   "wer": 0.1628,
   "cer": 0.0335,
   "wer_script_agnostic": 0.1628,
   "wer_median": 0.1333,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.115,
   "latency_p90_s": 3.83,
   "rtf_median": 0.0813,
   "cost_usd_total": 0.2047,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.8
  },
  "sarvam-saaras|kn": {
   "samples": 98,
   "wer": 0.1482,
   "cer": 0.0321,
   "wer_script_agnostic": 0.1482,
   "wer_median": 0.125,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.176,
   "latency_p90_s": 3.894,
   "rtf_median": 0.0889,
   "cost_usd_total": 0.2047,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.8
  },
  "sarvam-saaras-v4|kn": {
   "samples": 98,
   "wer": 0.1317,
   "cer": 0.0318,
   "wer_script_agnostic": 0.1317,
   "wer_median": 0.0952,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.614,
   "latency_p90_s": 2.941,
   "rtf_median": 0.0454,
   "cost_usd_total": 0.2047,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 22.8
  },
  "whisper|kn": {
   "samples": 100,
   "wer": 0.7632,
   "cer": 0.305,
   "wer_script_agnostic": 0.7632,
   "wer_median": 0.75,
   "self_ref_rate": 0.0,
   "latency_median_s": 4.079,
   "latency_p90_s": 10.437,
   "rtf_median": 0.3044,
   "cost_usd_total": 0.1431,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 23.8
  },
  "gemini|kn": {
   "samples": 50,
   "wer": 0.1839,
   "cer": 0.0363,
   "wer_script_agnostic": 0.1839,
   "wer_median": 0.1429,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.641,
   "latency_p90_s": 4.818,
   "rtf_median": 0.2622,
   "cost_usd_total": 0.0823,
   "cost_usd_per_hour": 0.4303,
   "audio_minutes": 11.5
  },
  "voxtral|kn": {
   "samples": 50,
   "wer": 0.9205,
   "cer": 0.5848,
   "wer_script_agnostic": 0.9205,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.339,
   "latency_p90_s": 2.134,
   "rtf_median": 0.0996,
   "cost_usd_total": 0.0671,
   "cost_usd_per_hour": 0.3509,
   "audio_minutes": 11.5
  },
  "sarvam|ml": {
   "samples": 99,
   "wer": 0.2157,
   "cer": 0.0567,
   "wer_script_agnostic": 0.2157,
   "wer_median": 0.1905,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.18,
   "latency_p90_s": 3.938,
   "rtf_median": 0.0851,
   "cost_usd_total": 0.2311,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 25.7
  },
  "sarvam-saaras|ml": {
   "samples": 99,
   "wer": 0.191,
   "cer": 0.0412,
   "wer_script_agnostic": 0.191,
   "wer_median": 0.1667,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.19,
   "latency_p90_s": 4.016,
   "rtf_median": 0.0828,
   "cost_usd_total": 0.2311,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 25.7
  },
  "sarvam-saaras-v4|ml": {
   "samples": 99,
   "wer": 0.1689,
   "cer": 0.0369,
   "wer_script_agnostic": 0.1689,
   "wer_median": 0.1538,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.617,
   "latency_p90_s": 2.99,
   "rtf_median": 0.0465,
   "cost_usd_total": 0.2311,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 25.7
  },
  "whisper|ml": {
   "samples": 100,
   "wer": 1.0741,
   "cer": 0.9517,
   "wer_script_agnostic": 1.0741,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 6.432,
   "latency_p90_s": 11.564,
   "rtf_median": 0.4426,
   "cost_usd_total": 0.1576,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 26.3
  },
  "gemini|ml": {
   "samples": 50,
   "wer": 0.1967,
   "cer": 0.0407,
   "wer_script_agnostic": 0.1967,
   "wer_median": 0.1538,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.664,
   "latency_p90_s": 5.659,
   "rtf_median": 0.2564,
   "cost_usd_total": 0.0914,
   "cost_usd_per_hour": 0.412,
   "audio_minutes": 13.3
  },
  "voxtral|ml": {
   "samples": 50,
   "wer": 0.9949,
   "cer": 0.6078,
   "wer_script_agnostic": 0.9949,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.36,
   "latency_p90_s": 1.955,
   "rtf_median": 0.0896,
   "cost_usd_total": 0.078,
   "cost_usd_per_hour": 0.3517,
   "audio_minutes": 13.3
  },
  "sarvam|mr": {
   "samples": 99,
   "wer": 0.1919,
   "cer": 0.0564,
   "wer_script_agnostic": 0.174,
   "wer_median": 0.1739,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.181,
   "latency_p90_s": 3.868,
   "rtf_median": 0.09,
   "cost_usd_total": 0.2113,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 23.5
  },
  "sarvam-saaras|mr": {
   "samples": 98,
   "wer": 0.1824,
   "cer": 0.0549,
   "wer_script_agnostic": 0.1658,
   "wer_median": 0.1667,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.124,
   "latency_p90_s": 3.781,
   "rtf_median": 0.0914,
   "cost_usd_total": 0.2097,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 23.3
  },
  "sarvam-saaras-v4|mr": {
   "samples": 99,
   "wer": 0.1477,
   "cer": 0.0388,
   "wer_script_agnostic": 0.1308,
   "wer_median": 0.1333,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.634,
   "latency_p90_s": 2.905,
   "rtf_median": 0.048,
   "cost_usd_total": 0.2113,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 23.5
  },
  "whisper|mr": {
   "samples": 100,
   "wer": 0.84,
   "cer": 0.3035,
   "wer_script_agnostic": 0.7529,
   "wer_median": 0.8462,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.964,
   "latency_p90_s": 5.437,
   "rtf_median": 0.2132,
   "cost_usd_total": 0.1442,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 24.0
  },
  "gemini|mr": {
   "samples": 50,
   "wer": 0.1786,
   "cer": 0.0447,
   "wer_script_agnostic": 0.1602,
   "wer_median": 0.1778,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.983,
   "latency_p90_s": 4.434,
   "rtf_median": 0.2387,
   "cost_usd_total": 0.0793,
   "cost_usd_per_hour": 0.396,
   "audio_minutes": 12.0
  },
  "voxtral|mr": {
   "samples": 50,
   "wer": 0.9214,
   "cer": 0.4107,
   "wer_script_agnostic": 0.8724,
   "wer_median": 0.7619,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.444,
   "latency_p90_s": 2.756,
   "rtf_median": 0.1035,
   "cost_usd_total": 0.0694,
   "cost_usd_per_hour": 0.3464,
   "audio_minutes": 12.0
  },
  "sarvam|or": {
   "samples": 99,
   "wer": 0.2165,
   "cer": 0.0609,
   "wer_script_agnostic": 0.2165,
   "wer_median": 0.2,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.121,
   "latency_p90_s": 4.025,
   "rtf_median": 0.1041,
   "cost_usd_total": 0.1699,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.9
  },
  "sarvam-saaras|or": {
   "samples": 98,
   "wer": 0.1866,
   "cer": 0.0483,
   "wer_script_agnostic": 0.1866,
   "wer_median": 0.1786,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.092,
   "latency_p90_s": 3.544,
   "rtf_median": 0.1078,
   "cost_usd_total": 0.1687,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.8
  },
  "sarvam-saaras-v4|or": {
   "samples": 99,
   "wer": 0.1534,
   "cer": 0.0395,
   "wer_script_agnostic": 0.1534,
   "wer_median": 0.15,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.562,
   "latency_p90_s": 2.915,
   "rtf_median": 0.0601,
   "cost_usd_total": 0.1699,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.9
  },
  "whisper|or": {
   "samples": 100,
   "wer": 1.182,
   "cer": 0.9901,
   "wer_script_agnostic": 1.182,
   "wer_median": 1.1333,
   "self_ref_rate": 0.0,
   "latency_median_s": 4.983,
   "latency_p90_s": 14.573,
   "rtf_median": 0.4701,
   "cost_usd_total": 0.1168,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 19.5
  },
  "gemini|or": {
   "samples": 50,
   "wer": 0.2171,
   "cer": 0.0514,
   "wer_script_agnostic": 0.2171,
   "wer_median": 0.1818,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.38,
   "latency_p90_s": 4.814,
   "rtf_median": 0.3154,
   "cost_usd_total": 0.0937,
   "cost_usd_per_hour": 0.5751,
   "audio_minutes": 9.8
  },
  "voxtral|or": {
   "samples": 50,
   "wer": 1.2119,
   "cer": 0.9621,
   "wer_script_agnostic": 1.2119,
   "wer_median": 1.2143,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.34,
   "latency_p90_s": 1.672,
   "rtf_median": 0.1133,
   "cost_usd_total": 0.0569,
   "cost_usd_per_hour": 0.3491,
   "audio_minutes": 9.8
  },
  "sarvam|pa": {
   "samples": 100,
   "wer": 0.1603,
   "cer": 0.052,
   "wer_script_agnostic": 0.1603,
   "wer_median": 0.1379,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.17,
   "latency_p90_s": 3.756,
   "rtf_median": 0.1078,
   "cost_usd_total": 0.1701,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.9
  },
  "sarvam-saaras|pa": {
   "samples": 100,
   "wer": 0.1396,
   "cer": 0.0449,
   "wer_script_agnostic": 0.1396,
   "wer_median": 0.1111,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.226,
   "latency_p90_s": 3.783,
   "rtf_median": 0.1141,
   "cost_usd_total": 0.1701,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.9
  },
  "sarvam-saaras-v4|pa": {
   "samples": 100,
   "wer": 0.1107,
   "cer": 0.0328,
   "wer_script_agnostic": 0.1107,
   "wer_median": 0.1,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.594,
   "latency_p90_s": 2.929,
   "rtf_median": 0.0648,
   "cost_usd_total": 0.1701,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 18.9
  },
  "whisper|pa": {
   "samples": 100,
   "wer": 1.0781,
   "cer": 0.8555,
   "wer_script_agnostic": 1.0781,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 4.167,
   "latency_p90_s": 9.947,
   "rtf_median": 0.4155,
   "cost_usd_total": 0.1136,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 18.9
  },
  "gemini|pa": {
   "samples": 50,
   "wer": 0.1497,
   "cer": 0.0488,
   "wer_script_agnostic": 0.1497,
   "wer_median": 0.125,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.258,
   "latency_p90_s": 4.229,
   "rtf_median": 0.3078,
   "cost_usd_total": 0.08,
   "cost_usd_per_hour": 0.5113,
   "audio_minutes": 9.4
  },
  "voxtral|pa": {
   "samples": 50,
   "wer": 1.0162,
   "cer": 0.889,
   "wer_script_agnostic": 1.0162,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.217,
   "latency_p90_s": 1.724,
   "rtf_median": 0.1119,
   "cost_usd_total": 0.0542,
   "cost_usd_per_hour": 0.3465,
   "audio_minutes": 9.4
  },
  "sarvam|ta": {
   "samples": 97,
   "wer": 0.2684,
   "cer": 0.1104,
   "wer_script_agnostic": 0.2684,
   "wer_median": 0.2222,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.078,
   "latency_p90_s": 3.749,
   "rtf_median": 0.0949,
   "cost_usd_total": 0.1855,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 20.6
  },
  "sarvam-saaras|ta": {
   "samples": 97,
   "wer": 0.2271,
   "cer": 0.0802,
   "wer_script_agnostic": 0.2271,
   "wer_median": 0.2,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.127,
   "latency_p90_s": 3.914,
   "rtf_median": 0.0954,
   "cost_usd_total": 0.1855,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 20.6
  },
  "sarvam-saaras-v4|ta": {
   "samples": 97,
   "wer": 0.2195,
   "cer": 0.0772,
   "wer_script_agnostic": 0.2195,
   "wer_median": 0.1818,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.601,
   "latency_p90_s": 2.917,
   "rtf_median": 0.0523,
   "cost_usd_total": 0.1855,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 20.6
  },
  "whisper|ta": {
   "samples": 100,
   "wer": 0.5933,
   "cer": 0.2094,
   "wer_script_agnostic": 0.5933,
   "wer_median": 0.5455,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.005,
   "latency_p90_s": 10.627,
   "rtf_median": 0.2865,
   "cost_usd_total": 0.1378,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 23.0
  },
  "gemini|ta": {
   "samples": 50,
   "wer": 0.2485,
   "cer": 0.1031,
   "wer_script_agnostic": 0.2485,
   "wer_median": 0.1538,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.4,
   "latency_p90_s": 4.172,
   "rtf_median": 0.2924,
   "cost_usd_total": 0.0774,
   "cost_usd_per_hour": 0.4101,
   "audio_minutes": 11.3
  },
  "voxtral|ta": {
   "samples": 50,
   "wer": 0.7698,
   "cer": 0.4167,
   "wer_script_agnostic": 0.7698,
   "wer_median": 0.6667,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.368,
   "latency_p90_s": 1.785,
   "rtf_median": 0.1145,
   "cost_usd_total": 0.0668,
   "cost_usd_per_hour": 0.3539,
   "audio_minutes": 11.3
  },
  "sarvam|te": {
   "samples": 99,
   "wer": 0.2195,
   "cer": 0.0663,
   "wer_script_agnostic": 0.2195,
   "wer_median": 0.2,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.041,
   "latency_p90_s": 4.062,
   "rtf_median": 0.1032,
   "cost_usd_total": 0.1597,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.8
  },
  "sarvam-saaras|te": {
   "samples": 99,
   "wer": 0.1971,
   "cer": 0.0576,
   "wer_script_agnostic": 0.1971,
   "wer_median": 0.1786,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.075,
   "latency_p90_s": 3.708,
   "rtf_median": 0.1079,
   "cost_usd_total": 0.1597,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.8
  },
  "sarvam-saaras-v4|te": {
   "samples": 99,
   "wer": 0.1607,
   "cer": 0.04,
   "wer_script_agnostic": 0.1607,
   "wer_median": 0.1176,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.585,
   "latency_p90_s": 2.964,
   "rtf_median": 0.0606,
   "cost_usd_total": 0.1597,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 17.8
  },
  "whisper|te": {
   "samples": 100,
   "wer": 1.0532,
   "cer": 0.7188,
   "wer_script_agnostic": 1.0532,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 6.116,
   "latency_p90_s": 14.765,
   "rtf_median": 0.6283,
   "cost_usd_total": 0.1098,
   "cost_usd_per_hour": 0.36,
   "audio_minutes": 18.3
  },
  "gemini|te": {
   "samples": 50,
   "wer": 0.1961,
   "cer": 0.0436,
   "wer_script_agnostic": 0.1961,
   "wer_median": 0.1579,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.185,
   "latency_p90_s": 4.679,
   "rtf_median": 0.3318,
   "cost_usd_total": 0.0688,
   "cost_usd_per_hour": 0.4586,
   "audio_minutes": 9.0
  },
  "voxtral|te": {
   "samples": 50,
   "wer": 2.0838,
   "cer": 1.4725,
   "wer_script_agnostic": 2.0838,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.242,
   "latency_p90_s": 2.254,
   "rtf_median": 0.1269,
   "cost_usd_total": 0.0537,
   "cost_usd_per_hour": 0.3579,
   "audio_minutes": 9.0
  },
  "sarvam|ur": {
   "samples": 100,
   "wer": 1.0154,
   "cer": 0.8743,
   "wer_script_agnostic": 1.0154,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.238,
   "latency_p90_s": 3.761,
   "rtf_median": 0.1315,
   "cost_usd_total": 0.1426,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 15.9
  },
  "sarvam-saaras|ur": {
   "samples": 100,
   "wer": 1.007,
   "cer": 0.8674,
   "wer_script_agnostic": 1.007,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.183,
   "latency_p90_s": 3.791,
   "rtf_median": 0.1284,
   "cost_usd_total": 0.1426,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 15.9
  },
  "sarvam-saaras-v4|ur": {
   "samples": 100,
   "wer": 0.5137,
   "cer": 0.4101,
   "wer_script_agnostic": 0.5137,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.592,
   "latency_p90_s": 2.964,
   "rtf_median": 0.0688,
   "cost_usd_total": 0.1426,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 15.9
  },
  "whisper|ur": {
   "samples": 100,
   "wer": 0.2407,
   "cer": 0.083,
   "wer_script_agnostic": 0.2407,
   "wer_median": 0.2424,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.036,
   "latency_p90_s": 3.343,
   "rtf_median": 0.2091,
   "cost_usd_total": 0.0953,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 15.9
  },
  "gemini|ur": {
   "samples": 50,
   "wer": 0.1359,
   "cer": 0.0428,
   "wer_script_agnostic": 0.1359,
   "wer_median": 0.1429,
   "self_ref_rate": 0.0,
   "latency_median_s": 3.3,
   "latency_p90_s": 4.459,
   "rtf_median": 0.3477,
   "cost_usd_total": 0.0639,
   "cost_usd_per_hour": 0.4666,
   "audio_minutes": 8.2
  },
  "voxtral|ur": {
   "samples": 50,
   "wer": 0.8843,
   "cer": 0.8048,
   "wer_script_agnostic": 0.8843,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.255,
   "latency_p90_s": 1.699,
   "rtf_median": 0.1235,
   "cost_usd_total": 0.0476,
   "cost_usd_per_hour": 0.3479,
   "audio_minutes": 8.2
  },
  "sarvam|hi-en": {
   "samples": 3126,
   "wer": 0.5476,
   "cer": 0.5014,
   "wer_script_agnostic": 0.5282,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.014,
   "latency_p90_s": 3.655,
   "rtf_median": 0.2099,
   "cost_usd_total": 2.7663,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 307.9
  },
  "sarvam-saaras|hi-en": {
   "samples": 3111,
   "wer": 0.5416,
   "cer": 0.5041,
   "wer_script_agnostic": 0.5217,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.02,
   "latency_p90_s": 3.665,
   "rtf_median": 0.2117,
   "cost_usd_total": 2.7543,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 306.6
  },
  "sarvam-saaras-v4|hi-en": {
   "samples": 3127,
   "wer": 0.5061,
   "cer": 0.4699,
   "wer_script_agnostic": 0.4899,
   "wer_median": 0.5,
   "self_ref_rate": 0.0,
   "latency_median_s": 0.526,
   "latency_p90_s": 2.83,
   "rtf_median": 0.1132,
   "cost_usd_total": 2.7678,
   "cost_usd_per_hour": 0.539,
   "audio_minutes": 308.1
  },
  "whisper|hi-en": {
   "samples": 3129,
   "wer": 0.5746,
   "cer": 0.4765,
   "wer_script_agnostic": 0.5514,
   "wer_median": 0.5417,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.942,
   "latency_p90_s": 3.56,
   "rtf_median": 0.3635,
   "cost_usd_total": 1.8626,
   "cost_usd_per_hour": 0.3601,
   "audio_minutes": 310.4
  },
  "gemini|hi-en": {
   "samples": 99,
   "wer": 0.4906,
   "cer": 0.4781,
   "wer_script_agnostic": 0.4795,
   "wer_median": 0.5294,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.83,
   "latency_p90_s": 3.887,
   "rtf_median": 0.587,
   "cost_usd_total": 0.076,
   "cost_usd_per_hour": 0.4558,
   "audio_minutes": 10.0
  },
  "voxtral|hi-en": {
   "samples": 100,
   "wer": 9.2611,
   "cer": 9.6549,
   "wer_script_agnostic": 9.2543,
   "wer_median": 1.125,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.237,
   "latency_p90_s": 3.443,
   "rtf_median": 0.2287,
   "cost_usd_total": 0.0663,
   "cost_usd_per_hour": 0.3949,
   "audio_minutes": 10.1
  },
  "gpt-audio|hi-en": {
   "samples": 100,
   "wer": 1.0323,
   "cer": 0.9865,
   "wer_script_agnostic": 1.0298,
   "wer_median": 1.0,
   "self_ref_rate": 0.0,
   "latency_median_s": 1.59,
   "latency_p90_s": 3.037,
   "rtf_median": 0.3236,
   "cost_usd_total": 0.244,
   "cost_usd_per_hour": 1.4531,
   "audio_minutes": 10.1
  },
  "gpt-audio|hi": {
   "samples": 232,
   "wer": 0.3264,
   "cer": 0.2602,
   "wer_script_agnostic": 0.3121,
   "wer_median": 0.2949,
   "self_ref_rate": 0.0,
   "latency_median_s": 2.289,
   "latency_p90_s": 3.325,
   "rtf_median": 0.1357,
   "cost_usd_total": 1.4679,
   "cost_usd_per_hour": 1.3598,
   "audio_minutes": 64.8
  }
 },
 "silver_caveat_providers": [
  "gemini",
  "sarvam",
  "whisper"
 ],
 "row_count": 31755,
 "sample_count": 7385
}