Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Academic Integrity
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 ND Mild positive 0.80 0.00 Academic Integrity
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
+0.10 Tortured phrases: A dubious writing style emerging in science (www.nature.com)
329 points by DanBC 1666 days ago | 256 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Academic Integrity Acknowledges
Article discusses detecting fabricated research papers
EQ 0.60
SO 0.50
TD 0.70
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
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 - -