Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.60 ND Strong positive 0.90 0.00 Academic Freedom
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.50 ND Moderate positive 0.80 0.00 Academic Freedom
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
+0.60 Elsevier steps up its War On Access (svpow.com)
172 points by anu_gupta 4458 days ago | 82 comments on HN | Strong positive ~lite vlite-1.4
Summary ~lite Academic Freedom Advocates
Criticizing Elsevier's restrictive access policies
EQ 0.80
SO 0.70
TD 0.90
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
2026-03-02 10:49 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 10:49 eval Evaluated by llama-4-scout-wai: +0.60 (Strong positive)
reasoning
Editorial criticizing Elsevier's access restrictions
2026-03-02 10:45 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-02 10:45 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive)
reasoning
ED implicitly supportive of access rights