Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.20 ND Mild negative 0.80 0.00 Economic Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild 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
-0.20 YouTube will now show ads on all videos even if creators don’t want them (www.forbes.com)
974 points by patrickaljord 1929 days ago | 758 comments on HN | Mild negative ~lite vlite-1.4
Summary ~lite Economic Rights Neglects
Article discusses YouTube's ad policy change without emphasizing creator rights
EQ 0.40
SO 0.50
TD 0.60
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 5 entries
2026-03-01 03:44 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-01 03:44 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-03-01 03:44 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative)
reasoning
Editorial on YouTube ad policy, slight negative lean
2026-03-01 03:40 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 03:40 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
News article on YouTube ads policy