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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 explores potential benefits of using Mandarin Chinese for AI development.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
18 HN snapshots · 6 evals | |
Audit Trail
15 entries | 2026-03-05 06:24 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-05 06:24 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) | | | 2026-03-05 06:19 | eval_success | PSQ evaluated: g-PSQ=0.190 (3 dims) | - - | | 2026-03-05 06:19 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00 | | | 2026-03-05 06:14 | eval_success | PSQ evaluated: g-PSQ=0.190 (3 dims) | - - | | 2026-03-05 06:14 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) | | | 2026-03-03 11:44 | eval_success | Lite evaluated: Neutral (0.04) | - - | | 2026-03-03 11:44 |
eval
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Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00 | | | reasoning Article discusses AI language | | 2026-03-03 11:44 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 1W 0R | - - | | 2026-03-03 11:37 | eval_success | Lite evaluated: Neutral (0.06) | - - | | 2026-03-03 11:37 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-03 11:37 |
eval
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Evaluated by llama-4-scout-wai: +0.06 (Neutral) | | | reasoning Article discusses potential benefits of Mandarin for AI development, no explicit rights discussion | | 2026-03-03 11:37 | eval_success | Lite evaluated: Neutral (0.04) | - - | | 2026-03-03 11:37 |
eval
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Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) | | | reasoning Article discusses AI language | | 2026-03-03 11:37 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 1W 0R | - - | | |
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