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Alpha 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 | +0.10 | ND | Mild positive | 0.80 | 0.00 | Academic Freedom | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.20 | ND | Mild positive | 0.80 | 0.00 | Academic Freedom | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | — | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | ND | ND | — | — | — | — | | 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 Academic Freedom Acknowledges Discusses university disinvestment in academic presses
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
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Longitudinal
· 2 evals | |
Audit Trail
5 entries | 2026-03-05 14:15 | eval_skip | Content gate: captcha | - - | | 2026-03-01 10:58 | eval_success | Lite evaluated: Mild positive (0.10) | - - | | 2026-03-01 10:58 |
eval
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Evaluated by llama-4-scout-wai: +0.10 (Mild positive) | | | reasoning Editorial discusses university disinvestment in presses | | 2026-03-01 10:52 | eval_success | Lite evaluated: Mild positive (0.20) | - - | | 2026-03-01 10:52 |
eval
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Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) | | | reasoning Editorial on academic freedom | | |
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