home / www.nature.com / item 28107614
Summary ~lite Academic Integrity Acknowledges
Article discusses detecting fabricated research papers
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal
· 3 evals
+1 0 −1 HN
Audit Trail
12 entries all eval pipeline all models llama-4-scout-wai llama-3.3-70b-wai
newest first
2026-02-28 11:34 eval_success Lite evaluated: Mild positive (0.10) - - 2026-02-28 11:34
eval
Evaluated by llama-4-scout-wai : +0.10 (Mild positive) reasoning Editorial discusses scientific integrity, not human rights directly
2026-02-28 11:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - - 2026-02-28 11:29 eval_success Lite evaluated: Mild positive (0.20) - - 2026-02-28 11:29 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - - 2026-02-28 11:29
eval
Evaluated by llama-3.3-70b-wai : +0.20 (Mild positive) 0.00 reasoning Editorial on science integrity
2026-02-28 11:23 eval_success Lite evaluated: Mild positive (0.20) - - 2026-02-28 11:23
eval
Evaluated by llama-3.3-70b-wai : +0.20 (Mild positive) reasoning Editorial on science integrity
2026-02-28 11:23 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - - 2026-02-26 06:56 dlq Dead-lettered after 1 attempts: Tortured phrases: A dubious writing style emerging in science - - 2026-02-26 06:47 credit_exhausted Credit balance too low, retrying in 272s - - 2026-02-26 06:40 credit_exhausted Credit balance too low, retrying in 359s - -