Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Technical Education
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 None
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
0.00 Software Engineering Body of Knowledge (www.computer.org)
247 points by p1necone 1775 days ago | 67 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Technical Education Neutral
Software engineering knowledge
EQ 0.50
SO 0.50
TD 0.50
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 9 entries
2026-02-28 11:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, neutral stance
2026-02-28 11:50 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:45 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, neutral stance
2026-02-28 11:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Neutral tech content, no human rights discussion