Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.77 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.30 -0.20 Mild positive 0.80 0.39 Surveillance Education
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 ND Mild negative 0.70 0.00 Student Privacy
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Suburban school district uses license plate readers to verify student residency (www.nbcchicago.com)
195 points by josephcsible 5 days ago | 254 comments on HN ~lite vlite-2.0
Summary ~lite
Article reports on a suburban school district using license plate readers to verify student residency.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 145 HN snapshots · 33 evals
+1 0 −1 HN
Audit Trail 53 entries
2026-03-13 15:38 eval_skip Content gate: bot_protection - -
2026-03-13 04:23 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 04:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 04:22 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 04:22 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 03:29 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 03:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 03:20 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 03:20 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 02:52 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 02:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 02:44 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 02:44 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 02:17 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 02:10 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 02:10 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 01:42 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 01:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 01:34 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 01:34 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 01:13 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 01:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 01:09 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 01:09 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 00:44 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 00:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 00:39 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-13 00:39 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-13 00:29 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-13 00:29 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-13 00:25 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-13 00:25 eval Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
reasoning
Neutral reporting on school district's use of license plate readers
2026-03-12 23:29 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-12 23:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 23:22 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-12 23:22 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 22:13 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-12 22:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 22:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 22:07 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 21:26 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 21:03 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 20:03 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 18:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 18:37 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 17:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 17:15 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Investigative journalism on school district surveillance, implicit rights concerns
2026-03-12 15:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-12 15:54 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Investigative journalism on school district surveillance, implicit rights concerns