reports/data_audit.md
| 1 | # Data audit — `jev-distill-corpus-v3` |
| 2 | |
| 3 | tokenizer: `/root/models/Qwen3.5-9B` · max_seq_len: 1024 · template: bare-v1 (whole-string tokenization) |
| 4 | |
| 5 | ## Splits |
| 6 | |
| 7 | | split | rows | schema violations | mean tok | p50 | p95 | p99 | max | > max_seq_len | time | |
| 8 | |---|---|---|---|---|---|---|---|---|---| |
| 9 | | train | 655,806 | 0 | 129.0 | 87 | 351 | 531 | 856 | 0 | 83s | |
| 10 | | validation | 14,111 | 0 | 128.8 | 87 | 339 | 530 | 699 | 0 | 2s | |
| 11 | | calibration | 13,766 | 0 | 128.2 | 87 | 354 | 525 | 699 | 0 | 2s | |
| 12 | | test | 14,261 | 0 | 128.5 | 87 | 345 | 527 | 716 | 0 | 1s | |
| 13 | | test_set_30k | 29,955 | 0 | 106.6 | 85 | 214 | 509 | 702 | 0 | 3s | |
| 14 | | ood | 13,058 | 0 | 265.0 | 178 | 553 | 662 | 734 | 0 | 2s | |
| 15 | |
| 16 | train tokens / epoch ≈ **84.6M**; 2 epochs ≈ **169M** |
| 17 | |
| 18 | ## D1 — exactly-uniform teacher labels by split × source × kind |
| 19 | |
| 20 | | split | source | kind | rows | uniform | share | |
| 21 | |---|---|---|---|---|---| |
| 22 | | train | openjev_v2 | choice | 20,434 | 511 | 2.5% | |
| 23 | | train | openjev_v2 | noul | 54,192 | 0 | 0.0% | |
| 24 | | train | yuri_v1 | noul | 137,203 | 137,203 | 100.0% | |
| 25 | | train | yuri_v3 | choice | 143,223 | 0 | 0.0% | |
| 26 | | train | yuri_v3 | noul | 150,515 | 1,514 | 1.0% | |
| 27 | | train | yuri_v3 | score | 150,239 | 0 | 0.0% | |
| 28 | | validation | openjev_v2 | choice | 463 | 15 | 3.2% | |
| 29 | | validation | openjev_v2 | noul | 1,167 | 0 | 0.0% | |
| 30 | | validation | yuri_v1 | noul | 2,920 | 2,920 | 100.0% | |
| 31 | | validation | yuri_v3 | choice | 3,129 | 0 | 0.0% | |
| 32 | | validation | yuri_v3 | noul | 3,231 | 35 | 1.1% | |
| 33 | | validation | yuri_v3 | score | 3,201 | 0 | 0.0% | |
| 34 | | calibration | openjev_v2 | choice | 463 | 9 | 1.9% | |
| 35 | | calibration | openjev_v2 | noul | 1,109 | 0 | 0.0% | |
| 36 | | calibration | yuri_v1 | noul | 2,812 | 2,812 | 100.0% | |
| 37 | | calibration | yuri_v3 | choice | 2,955 | 0 | 0.0% | |
| 38 | | calibration | yuri_v3 | noul | 3,254 | 30 | 0.9% | |
| 39 | | calibration | yuri_v3 | score | 3,173 | 0 | 0.0% | |
| 40 | | test | openjev_v2 | choice | 457 | 8 | 1.8% | |
| 41 | | test | openjev_v2 | noul | 1,139 | 0 | 0.0% | |
| 42 | | test | yuri_v1 | noul | 2,951 | 2,951 | 100.0% | |
| 43 | | test | yuri_v3 | choice | 3,163 | 0 | 0.0% | |
| 44 | | test | yuri_v3 | noul | 3,208 | 37 | 1.2% | |
| 45 | | test | yuri_v3 | score | 3,343 | 0 | 0.0% | |
| 46 | | test_set_30k | openjev_v2 | choice | 887 | 29 | 3.3% | |
| 47 | | test_set_30k | openjev_v2 | noul | 1,432 | 0 | 0.0% | |
| 48 | | test_set_30k | yuri_v1 | noul | 2,260 | 2,260 | 100.0% | |
| 49 | | test_set_30k | yuri_v3 | choice | 8,312 | 0 | 0.0% | |
| 50 | | test_set_30k | yuri_v3 | noul | 8,537 | 91 | 1.1% | |
| 51 | | test_set_30k | yuri_v3 | score | 8,527 | 0 | 0.0% | |
| 52 | | ood | openjev_v2 | choice | 3,219 | 0 | 0.0% | |
| 53 | | ood | openjev_v2 | noul | 9,767 | 0 | 0.0% | |
| 54 | | ood | openjev_v2 | score | 72 | 0 | 0.0% | |
| 55 | |
| 56 | ## Train mix |
| 57 | |
| 58 | | kind | rows | share | |
| 59 | |---|---|---| |
| 60 | | noul | 341,910 | 52.1% | |
| 61 | | choice | 163,657 | 25.0% | |
| 62 | | score | 150,239 | 22.9% | |
| 63 | |
| 64 | | source | rows | share | |
| 65 | |---|---|---| |
| 66 | | yuri_v3 | 443,977 | 67.7% | |
| 67 | | yuri_v1 | 137,203 | 20.9% | |
| 68 | | openjev_v2 | 74,626 | 11.4% | |
| 69 | |
| 70 | choice n_options histogram (train): 2:910, 3:8,826, 4:142,002, 5:3,586, 6:511, 7:1,593, 8:8, 9:3,121, 16:3,100 |
| 71 | |