Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 ND Moderate positive 0.80 0.00 Free Expression
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.50 ND Moderate positive 0.80 0.00 Digital 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
+0.40 How Google uses blacklists, algorithm tweaks and contractors for search results (www.msn.com)
247 points by tysone 2299 days ago | 177 comments on HN | Moderate positive ~lite vlite-1.4
Summary ~lite Free Expression Investigative
Article examines Google's search algorithm modifications
EQ 0.60
SO 0.70
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 6 entries
2026-02-28 12:18 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-02-28 12:18 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
Editorial discusses Google search algorithm manipulation
2026-02-28 12:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-02-28 12:15 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-02-28 12:15 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive)
reasoning
Investigative journalism on search algorithms
2026-02-28 12:15 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -