Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 ND Moderate positive 0.80 0.00 Civic Engagement
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.30 ND Moderate positive 0.80 0.00 Government Transparency
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
+0.40 Using FOIA Data and Unix to halve major source of parking tickets (2018) (mchap.io)
194 points by johnmaguire2013 1953 days ago | 48 comments on HN | Moderate positive ~lite vlite-1.4
Summary ~lite Civic Engagement Advocates
Using FOIA data to reduce parking tickets through civic hacking
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 4 entries
2026-03-01 04:51 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-03-01 04:51 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
ED, using FOIA for civic hacking and data analysis
2026-03-01 04:46 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-01 04:46 eval Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive)
reasoning
Civic tech for rights