Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.70 0.00 Signals Intelligence
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Surveillance State
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
+0.10 Maximator: European signals intelligence cooperation (www.tandfonline.com)
345 points by tormeh 2105 days ago | 138 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Signals Intelligence Acknowledges
Academic article on European signals intelligence
EQ 0.50
SO 0.60
TD 0.40
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 12 entries
2026-02-28 12:15 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 12:15 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:15 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Academic article on signals intelligence
2026-02-28 12:10 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 12:10 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Academic article on signals intelligence
2026-02-28 12:10 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:06 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 12:06 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Academic article on European signals intelligence cooperation
2026-02-26 06:55 dlq Dead-lettered after 1 attempts: Maximator: European signals intelligence cooperation - -
2026-02-26 06:46 credit_exhausted Credit balance too low, retrying in 258s - -
2026-02-26 06:40 credit_exhausted Credit balance too low, retrying in 357s - -