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Beta This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
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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-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.93 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.60 | -0.20 | Neutral | 0.90 | 0.69 | Toxic Masculinity | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.40 | -0.20 | Mild positive | 0.80 | 0.49 | Toxic Masculinity | | Section | @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 | @cf/meta/llama-4-scout-17b-16e-instruct 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 critiques toxic masculinity in marketing and its impact on children.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
10 HN snapshots · 7 evals | |
Audit Trail
14 entries | 2026-03-05 05:23 | eval_success | PSQ evaluated: g-PSQ=0.050 (3 dims) | - - | | 2026-03-05 05:23 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) | | | 2026-03-05 05:16 | eval_success | PSQ evaluated: g-PSQ=0.361 (3 dims) | - - | | 2026-03-05 05:16 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) | | | 2026-03-04 19:45 | eval_success | Lite evaluated: Neutral (0.04) | - - | | 2026-03-04 19:45 |
eval
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Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00 | | | reasoning Satirical opinion piece on toxic masculinity | | 2026-03-04 19:43 | eval_success | Lite evaluated: Mild positive (0.16) | - - | | 2026-03-04 19:43 |
eval
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Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00 | | | reasoning Blog post discussing marketing to men, toxic masculinity, and parental concerns | | 2026-03-04 19:40 | eval_success | Lite evaluated: Neutral (0.04) | - - | | 2026-03-04 19:40 |
eval
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Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00 | | | reasoning Satirical opinion piece on toxic masculinity | | 2026-03-04 18:36 | eval_success | Lite evaluated: Mild positive (0.16) | - - | | 2026-03-04 18:36 |
eval
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Evaluated by llama-4-scout-wai: +0.16 (Mild positive) | | | reasoning Blog post discussing marketing to men, toxic masculinity, and parental concerns | | 2026-03-04 18:31 | eval_success | Lite evaluated: Neutral (0.04) | - - | | 2026-03-04 18:31 |
eval
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Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) | | | reasoning Satirical opinion piece on toxic masculinity | | |
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