Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.20 ND Mild positive 0.80 0.00 Algorithmic Transparency
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 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’s ‘dislike’ barely works according to new study on recommendations (www.engadget.com)
544 points by dredmorbius 1258 days ago | 418 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Algorithmic Transparency Acknowledges
Article discusses study on YouTube's recommendation algorithm and its impact on user experience
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 12 entries
2026-02-28 10:46 eval_success Lite evaluated: Mild positive (0.20) - -
2026-02-28 10:46 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
reasoning
ED, slightly critical of YouTube's algorithm
2026-02-28 10:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 10:39 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 10:39 eval_success Lite evaluated: Mild positive (0.20) - -
2026-02-28 10:39 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Tech news with slight rights lean
2026-02-26 06:56 dlq Dead-lettered after 1 attempts: YouTube’s ‘dislike’ barely works according to new study on recommendations - -
2026-02-26 06:48 credit_exhausted Credit balance too low, retrying in 241s - -
2026-02-26 06:43 credit_exhausted Credit balance too low, retrying in 264s - -
2026-02-26 06:38 credit_exhausted Credit balance too low, retrying in 298s - -
2026-02-26 06:07 dlq Dead-lettered after 1 attempts: YouTube’s ‘dislike’ barely works according to new study on recommendations - -
2026-02-26 05:53 credit_exhausted Credit balance too low, retrying in 318s - -