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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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| Summary ~lite Article discusses undergraduate's breakthrough in data science.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
· 6 evals | |
Audit Trail
15 entries | 2026-03-08 15:33 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-08 15:33 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00 | | | 2026-03-08 15:29 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-08 15:29 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00 | | | reasoning Technical article about data science conjecture, no human rights discussion | | 2026-03-08 15:29 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-08 15:28 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-08 15:28 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) | | | 2026-03-08 15:26 | eval_success | PSQ evaluated: g-PSQ=0.198 (3 dims) | - - | | 2026-03-08 15:26 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive) | | | 2026-03-08 15:24 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-08 15:24 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) | | | reasoning Technical article about data science conjecture, no human rights discussion | | 2026-03-08 15:24 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-08 15:22 | eval_success | Lite evaluated: Neutral (-0.08) | - - | | 2026-03-08 15:22 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 1W 0R | - - | | 2026-03-08 15:22 |
eval
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Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) | | | reasoning Technical content, zero rights discussion | | |
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