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Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.28 | ND | Mild positive | 0.80 | 0.00 | AI Security Bias | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.50 | ND | Moderate positive | 0.90 | 0.00 | AI security rights | | 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 Security Bias Acknowledges Article discusses potential security flaws in AI code generated for certain groups.
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
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Longitudinal
· 3 evals | |
Audit Trail
17 entries | 2026-02-28 08:30 | eval_success | Light evaluated: Mild positive (0.28) | - - | | 2026-02-28 08:30 |
eval
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Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00 | | | reasoning ED, M, slightly critical of AI security practices | | 2026-02-28 08:30 | rater_validation_warn | Light validation warnings for model llama-4-scout-wai: 0W 1R | - - | | 2026-02-28 08:24 | eval_success | Light evaluated: Mild positive (0.28) | - - | | 2026-02-28 08:24 |
eval
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Evaluated by llama-4-scout-wai: +0.28 (Mild positive) | | | reasoning ED, M, slightly critical of AI security practices | | 2026-02-28 08:24 | rater_validation_warn | Light validation warnings for model llama-4-scout-wai: 0W 1R | - - | | 2026-02-28 08:14 | eval_success | Light evaluated: Moderate positive (0.50) | - - | | 2026-02-28 08:14 |
eval
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Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive) | | | reasoning Investigative journalism exposes AI security abuses | | 2026-02-28 08:14 | rater_validation_warn | Light validation warnings for model llama-3.3-70b-wai: 0W 1R | - - | | 2026-02-26 06:06 | dlq | Dead-lettered after 1 attempts: DeepSeek writes less secure code for groups China disfavors? | - - | | 2026-02-26 06:06 | dlq | Dead-lettered after 1 attempts: DeepSeek writes less secure code for groups China disfavors? | - - | | 2026-02-26 05:51 | credit_exhausted | Credit balance too low, retrying in 242s | - - | | 2026-02-26 05:48 | credit_exhausted | Credit balance too low, retrying in 251s | - - | | 2026-02-26 05:35 | dlq | Dead-lettered after 1 attempts: DeepSeek writes less secure code for groups China disfavors? | - - | | 2026-02-26 05:23 | credit_exhausted | Credit balance too low, retrying in 320s | - - | | 2026-02-26 05:06 | dlq | Dead-lettered after 1 attempts: DeepSeek writes less secure code for groups China disfavors? | - - | | 2026-02-26 04:56 | credit_exhausted | Credit balance too low, retrying in 244s | - - | | |
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