Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 ND Mild negative 0.80 0.00 Higher Education
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.20 ND Mild negative 0.80 0.00 Education Policy
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
-0.20 Higher Ed: Enough Already (www.profgalloway.com)
85 points by samspenc 2073 days ago | 89 comments on HN | Mild negative ~lite vlite-1.4
Summary ~lite Higher Education Neglects
Critique of higher ed
EQ 0.40
SO 0.60
TD 0.20
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 6 entries
2026-03-02 05:52 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-02 05:52 eval Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
reasoning
Editorial criticizes higher ed
2026-03-02 05:48 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-02 05:48 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative)
reasoning
ED Slight negative lean on higher education critique
2026-03-02 05:47 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-02 05:47 eval Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
reasoning
Editorial criticizes higher ed