| |
Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
|
Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-4-scout-17b-16e-instruct lite | ND | ND | — | 0.83 | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.40 | -0.20 | Mild positive | 0.80 | 0.49 | Privacy AdTech | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.50 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.20 | -0.60 | Mild negative | 0.70 | 0.69 | ad tech privacy | | Section | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | | Preamble | ND | ND | ND | ND | | Article 1 | ND | ND | ND | ND | | Article 2 | ND | ND | ND | ND | | Article 3 | ND | ND | ND | ND | | Article 4 | ND | ND | ND | ND | | Article 5 | ND | ND | ND | ND | | Article 6 | ND | ND | ND | ND | | Article 7 | ND | ND | ND | ND | | Article 8 | ND | ND | ND | ND | | Article 9 | ND | ND | ND | ND | | Article 10 | ND | ND | ND | ND | | Article 11 | ND | ND | ND | ND | | Article 12 | ND | ND | ND | ND | | Article 13 | ND | ND | ND | ND | | Article 14 | ND | ND | ND | ND | | Article 15 | ND | ND | ND | ND | | Article 16 | ND | ND | ND | ND | | Article 17 | ND | ND | ND | ND | | Article 18 | ND | ND | ND | ND | | Article 19 | ND | ND | ND | ND | | Article 20 | ND | ND | ND | ND | | Article 21 | ND | ND | ND | ND | | Article 22 | ND | ND | ND | ND | | Article 23 | ND | ND | ND | ND | | Article 24 | ND | ND | ND | ND | | Article 25 | ND | ND | ND | ND | | Article 26 | ND | ND | ND | ND | | Article 27 | ND | ND | ND | ND | | Article 28 | ND | ND | ND | ND | | Article 29 | ND | ND | ND | ND | | Article 30 | ND | ND | ND | ND | | Summary ~lite Article discusses ad tech's infrastructure risks and privacy concerns.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
| |
Longitudinal
8 HN snapshots · 6 evals | |
Audit Trail
13 entries | 2026-03-09 15:23 | credit_exhausted | Credit balance too low, pausing provider for 30 min | - - | | 2026-03-09 13:00 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-09 13:00 |
eval
|
Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00 | | | 2026-03-09 12:59 | eval_success | Lite evaluated: Mild positive (0.16) | - - | | 2026-03-09 12:59 |
eval
|
Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00 | | | reasoning Editorial discusses ad tech and privacy, transparency indicators partially visible | | 2026-03-09 12:37 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-09 12:37 |
eval
|
Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) | | | 2026-03-09 12:36 | eval_success | Lite evaluated: Mild positive (0.16) | - - | | 2026-03-09 12:36 |
eval
|
Evaluated by llama-4-scout-wai: +0.16 (Mild positive) | | | reasoning Editorial discusses ad tech and privacy, transparency indicators partially visible | | 2026-03-09 11:49 | eval_success | PSQ evaluated: g-PSQ=-0.400 (3 dims) | - - | | 2026-03-09 11:49 |
eval
|
Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative) | | | 2026-03-09 11:49 | eval_success | Lite evaluated: Mild negative (-0.12) | - - | | 2026-03-09 11:49 |
eval
|
Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) | | | reasoning ad tech privacy risk discussion | | |
| |