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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 | — | 0.77 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.67 | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.10 | +0.16 | Mild positive | 0.80 | -0.10 | Research Diversity | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.20 | +0.10 | Mild positive | 0.80 | 0.14 | Gender Equality | | Section | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | @cf/meta/llama-4-scout-17b-16e-instruct 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 Research claims about gender and behavior fall apart with ethnically diverse samples.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
24 HN snapshots · 8 evals | |
Audit Trail
16 entries | 2026-03-05 05:41 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-05 05:41 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) | | | 2026-03-05 05:33 | eval_success | PSQ evaluated: g-PSQ=0.190 (3 dims) | - - | | 2026-03-05 05:33 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) | | | 2026-03-04 00:53 | eval_success | Lite evaluated: Mild positive (0.12) | - - | | 2026-03-04 00:53 |
eval
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Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00 | | | reasoning Article discusses study on gender and behavior with diverse samples, no explicit rights discussion | | 2026-03-04 00:48 | eval_success | Lite evaluated: Mild positive (0.15) | - - | | 2026-03-04 00:48 |
eval
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Evaluated by llama-3.3-70b-wai: +0.15 (Mild positive) 0.00 | | | reasoning Psychology article on gender and behavior | | 2026-03-04 00:13 | eval_success | Lite evaluated: Mild positive (0.12) | - - | | 2026-03-04 00:13 |
eval
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Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00 | | | reasoning Article discusses study on gender and behavior with diverse samples, no explicit rights discussion | | 2026-03-04 00:11 | eval_success | Lite evaluated: Mild positive (0.15) | - - | | 2026-03-04 00:11 |
eval
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Evaluated by llama-3.3-70b-wai: +0.15 (Mild positive) +0.08 | | | reasoning Psychology article on gender and behavior | | 2026-03-03 23:35 | eval_success | Lite evaluated: Mild positive (0.12) | - - | | 2026-03-03 23:35 |
eval
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Evaluated by llama-4-scout-wai: +0.12 (Mild positive) | | | reasoning Article discusses study on gender and behavior with diverse samples, no explicit rights discussion | | 2026-03-03 23:33 | eval_success | Lite evaluated: Neutral (0.07) | - - | | 2026-03-03 23:33 |
eval
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Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) | | | reasoning Psychology article on gender and behavior | | |
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