Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.53 Mild negative 1.00 0.53 Media Advertising
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct 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
ND Nearly a third of TV ads play to empty rooms (news.cornell.edu)
278 points by caaqil 1495 days ago | 344 comments on HN ~lite vlite-2.0
Summary ~lite
Cornell University news article discusses TV ad viewership.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 5 entries
2026-03-18 01:44 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 01:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-18 01:34 eval_success Lite evaluated: Mild negative (-0.21) - -
2026-03-18 01:34 eval Evaluated by llama-4-scout-wai: -0.21 (Mild negative)
reasoning
News article about TV ad effectiveness, no explicit human rights discussion
2026-03-18 01:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -