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Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.40 | +0.16 | Moderate positive | 0.80 | 0.31 | AI Ethics | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | -0.16 | +0.16 | Neutral | 0.80 | -0.23 | AI ethics | | Section | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | Delta | | Preamble | ND | ND | | Article 1 | ND | ND | | Article 2 | ND | ND | | Article 3 | ND | ND | | Article 4 | ND | ND | | Article 5 | ND | ND | | Article 6 | ND | ND | | Article 7 | ND | ND | | Article 8 | ND | ND | | Article 9 | ND | ND | | Article 10 | ND | ND | | Article 11 | ND | ND | | Article 12 | ND | ND | | Article 13 | ND | ND | | Article 14 | ND | ND | | Article 15 | ND | ND | | Article 16 | ND | ND | | Article 17 | ND | ND | | Article 18 | ND | ND | | Article 19 | ND | ND | | Article 20 | ND | ND | | Article 21 | ND | ND | | Article 22 | ND | ND | | Article 23 | ND | ND | | Article 24 | ND | ND | | Article 25 | ND | ND | | Article 26 | ND | ND | | Article 27 | ND | ND | | Article 28 | ND | ND | | Article 29 | ND | ND | | Article 30 | ND | ND | | Summary ~lite AI Ethics Acknowledge The article discusses underrated reasons to dislike AI, focusing on issues like lack of open source, centralization, and societal impact.
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
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Longitudinal
16 HN snapshots · 4 evals | |
Audit Trail
12 entries | 2026-03-03 10:33 | model_divergence | Cross-model spread 0.30 exceeds threshold (2 models) | - - | | 2026-03-03 10:33 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 10:33 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00 | | | reasoning The content discusses various concerns and criticisms about AI, touching on issues like open source, centralization, res | | 2026-03-03 10:33 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 1R | - - | | 2026-03-03 10:33 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-03 10:33 |
eval
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Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00 | | | reasoning MX, critical of AI, structural openness | | 2026-03-03 09:27 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 09:27 | model_divergence | Cross-model spread 0.30 exceeds threshold (2 models) | - - | | 2026-03-03 09:27 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) | | | reasoning The content discusses various concerns and criticisms about AI, touching on issues like open source, centralization, res | | 2026-03-03 09:27 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 1R | - - | | 2026-03-03 09:27 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-03 09:27 |
eval
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Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) | | | reasoning MX, critical of AI, structural openness | | |
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