reports/eval_27b_bundle.md
| 1 | # Evaluation — export exports/jev-judge-qwen38-27b-v0.8 |
| 2 | |
| 3 | base: `/root/models/Qwen3.8-27B` · temperature: yes · max_seq_len 1024 |
| 4 | |
| 5 | ## Acceptance (DESIGN §8.3, main = test_set_30k) |
| 6 | |
| 7 | **all rows** |
| 8 | |
| 9 | | metric | target | value | B0 | pass | |
| 10 | |---|---|---|---|---| |
| 11 | | noul_auroc | >= 0.95 | 0.9961 | nan | ✅ | |
| 12 | | noul_brier_soft | <= 0.1 | 0.0013 | nan | ✅ | |
| 13 | | choice_top1 | >= 0.9 | 0.9041 | nan | ✅ | |
| 14 | | score_mae_expected | <= 0.35 | 0.0976 | nan | ✅ | |
| 15 | | kl | <= 0.15 | 0.0185 | nan | ✅ | |
| 16 | | ece | <= 0.03 | 0.0011 | nan | ✅ | |
| 17 | |
| 18 | **excluding yuri_v1 exact-uniform placeholders (D1)** |
| 19 | |
| 20 | | metric | target | value | B0 | pass | |
| 21 | |---|---|---|---|---| |
| 22 | | noul_auroc | >= 0.95 | 0.9961 | nan | ✅ | |
| 23 | | noul_brier_soft | <= 0.1 | 0.0016 | nan | ✅ | |
| 24 | | choice_top1 | >= 0.9 | 0.9041 | nan | ✅ | |
| 25 | | score_mae_expected | <= 0.35 | 0.0976 | nan | ✅ | |
| 26 | | kl | <= 0.15 | 0.0201 | nan | ✅ | |
| 27 | | ece | <= 0.03 | 0.0013 | nan | ✅ | |
| 28 | |
| 29 | ## test_set_30k |
| 30 | |
| 31 | all rows: `n=29955 · kl=0.0185 · js=0.0048 · top1=0.9220 · ece=0.0011 · mce=0.0043 · noul_auroc=0.9961 · noul_brier_soft=0.0013 · noul_brier_hard=0.0741 · score_mae_expected=0.0976 · score_rps=0.0077 · choice_top1=0.9041 · choice_kl=0.0364` |
| 32 | |
| 33 | excluding yuri_v1 placeholders (2260 rows): `n=27695 · kl=0.0201 · js=0.0052 · top1=0.9220 · ece=0.0013 · mce=0.0043 · noul_auroc=0.9961 · noul_brier_soft=0.0016 · noul_brier_hard=0.0741 · score_mae_expected=0.0976 · score_rps=0.0077 · choice_top1=0.9041 · choice_kl=0.0364` |
| 34 | |
| 35 | throughput: 14321 tok/s · 134.3 rows/s |
| 36 | |
| 37 | ### test_set_30k by kind |
| 38 | |
| 39 | | kind | n | kl | top1 | ece | noul_auroc | noul_brier_soft | score_mae_expected | choice_top1 | |
| 40 | |---|---|---|---|---|---|---|---|---| |
| 41 | | choice | 9199 | 0.036 | 0.904 | 0.003 | — | — | — | 0.904 | |
| 42 | | noul | 12229 | 0.003 | 0.966 | 0.002 | 0.996 | 0.001 | — | — | |
| 43 | | score | 8527 | 0.021 | 0.891 | 0.003 | — | — | 0.098 | — | |
| 44 | |
| 45 | ### test_set_30k by source × kind |
| 46 | |
| 47 | | source | kind | n | kl | top1 | ece | noul_auroc | noul_brier_soft | score_mae_expected | choice_top1 | |
| 48 | |---|---|---|---|---|---|---|---|---|---| |
| 49 | | openjev_v2 | choice | 887 | 0.146 | 0.885 | 0.020 | — | — | — | 0.885 | |
| 50 | | openjev_v2 | noul | 1432 | 0.003 | 0.999 | 0.002 | 1.000 | 0.001 | — | — | |
| 51 | | yuri_v1 | noul | 2260 | 0.000 | — | 0.004 | — | 0.000 | — | — | |
| 52 | | yuri_v3 | choice | 8312 | 0.025 | 0.906 | 0.003 | — | — | — | 0.906 | |
| 53 | | yuri_v3 | noul | 8537 | 0.004 | 0.960 | 0.001 | 0.995 | 0.002 | — | — | |
| 54 | | yuri_v3 | score | 8527 | 0.021 | 0.891 | 0.003 | — | — | 0.098 | — | |
| 55 | |
| 56 | ### test_set_30k by family |
| 57 | |
| 58 | | family | n | kl | top1 | ece | noul_auroc | noul_brier_soft | score_mae_expected | choice_top1 | |
| 59 | |---|---|---|---|---|---|---|---|---| |
| 60 | | agent | 2583 | 0.016 | 0.920 | 0.002 | 0.995 | 0.002 | 0.099 | 0.894 | |
| 61 | | biology | 1654 | 0.016 | 0.916 | 0.004 | 0.998 | 0.002 | 0.123 | 0.917 | |
| 62 | | business | 2352 | 0.016 | 0.939 | 0.003 | 0.997 | 0.001 | 0.071 | 0.922 | |
| 63 | | chemistry | 1333 | 0.013 | 0.945 | 0.004 | 0.998 | 0.002 | 0.088 | 0.948 | |
| 64 | | genomics | 1914 | 0.018 | 0.917 | 0.005 | 0.993 | 0.002 | 0.098 | 0.915 | |
| 65 | | knowledge | 4807 | 0.010 | 0.912 | 0.002 | 0.990 | 0.001 | 0.110 | 0.907 | |
| 66 | | medical | 2120 | 0.016 | 0.921 | 0.006 | 0.995 | 0.002 | 0.078 | 0.887 | |
| 67 | | openjev | 2319 | 0.058 | 0.956 | 0.008 | 1.000 | 0.001 | — | 0.885 | |
| 68 | | physics | 1656 | 0.016 | 0.909 | 0.003 | 0.995 | 0.001 | 0.097 | 0.908 | |
| 69 | | science | 1667 | 0.017 | 0.907 | 0.005 | 0.992 | 0.001 | 0.115 | 0.915 | |
| 70 | | spatial | 1647 | 0.017 | 0.913 | 0.005 | 0.991 | 0.002 | 0.094 | 0.880 | |
| 71 | | structured | 1668 | 0.018 | 0.911 | 0.004 | 0.989 | 0.003 | 0.123 | 0.886 | |
| 72 | | technical | 2581 | 0.017 | 0.923 | 0.004 | 0.995 | 0.002 | 0.074 | 0.893 | |
| 73 | | theology | 1654 | 0.016 | 0.910 | 0.004 | 0.996 | 0.002 | 0.120 | 0.928 | |
| 74 | |