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 Technology Advertising
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 online 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
+0.10 YouTube addresses lower view counts which seem to be caused by ad blockers (9to5google.com)
422 points by iamflimflam1 166 days ago | 780 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Technology Advertising Acknowledges
Reporting on YouTube's view count issue possibly caused by ad blockers.
EQ 0.60
SO 0.50
TD 0.40
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 20 entries
2026-02-28 08:30 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 08:30 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
ED, neutral tech reporting
2026-02-28 08:30 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:25 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:25 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 08:25 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
ED, neutral tech reporting
2026-02-28 08:15 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 08:15 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
tech news neutral stance
2026-02-26 06:54 dlq Dead-lettered after 1 attempts: YouTube addresses lower view counts which seem to be caused by ad blockers - -
2026-02-26 06:45 credit_exhausted Credit balance too low, retrying in 276s - -
2026-02-26 06:39 credit_exhausted Credit balance too low, retrying in 315s - -
2026-02-26 06:11 dlq Dead-lettered after 1 attempts: YouTube addresses lower view counts which seem to be caused by ad blockers - -
2026-02-26 06:06 dlq Dead-lettered after 1 attempts: YouTube addresses lower view counts which seem to be caused by ad blockers - -
2026-02-26 06:00 credit_exhausted Credit balance too low, retrying in 298s - -
2026-02-26 05:55 credit_exhausted Credit balance too low, retrying in 257s - -
2026-02-26 05:43 dlq Dead-lettered after 1 attempts: YouTube addresses lower view counts which seem to be caused by ad blockers - -
2026-02-26 05:43 dlq Dead-lettered after 1 attempts: YouTube addresses lower view counts which seem to be caused by ad blockers - -
2026-02-26 05:33 credit_exhausted Credit balance too low, retrying in 272s - -
2026-02-26 05:31 credit_exhausted Credit balance too low, retrying in 340s - -