Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.60 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.60 Mild negative 0.80 0.65 Government Accountability
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 -0.60 Neutral 0.80 0.78 Government Transparency
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Lawmakers Want DoD Investigated for Biblical 'Armageddon' Claims (www.military.com)
132 points by Jimmc414 2 days ago | 68 comments on HN ~lite vlite-2.0
Summary ~lite
Lawmakers criticize DoD for 'Biblical Armageddon' claims.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 274 HN snapshots · 88 evals
+1 0 −1 HN
Audit Trail 108 entries
2026-03-08 18:41 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 18:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 18:40 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-08 18:40 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 18:36 eval_success PSQ evaluated: g-PSQ=-0.160 (3 dims) - -
2026-03-08 18:36 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 18:26 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-08 18:26 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.16
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 18:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 18:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 18:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.12
reasoning
Investigative journalism on DoD claims
2026-03-08 17:01 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 17:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 16:54 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-08 16:54 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 16:47 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-08 16:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 16:47 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 16:41 eval_success Lite evaluated: Mild negative (-0.12) - -
2026-03-08 16:41 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) -0.12
reasoning
Investigative journalism on DoD claims
2026-03-08 14:37 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 14:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 14:30 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-08 14:30 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 14:22 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-08 14:22 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 14:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 14:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 14:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 13:24 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 13:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 13:18 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-08 13:18 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 13:11 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-08 13:11 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 13:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 13:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.12
reasoning
Investigative journalism on DoD claims
2026-03-08 13:02 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) -0.12
reasoning
Investigative journalism on DoD claims
2026-03-08 12:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 12:07 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 11:59 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 11:53 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 11:48 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 11:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 10:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 10:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 10:50 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 10:40 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.16
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 10:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 10:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.18
reasoning
Investigative journalism on DoD claims
2026-03-08 09:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 09:43 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 09:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 09:37 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 09:32 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 09:25 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 09:20 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 08:42 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 08:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 08:33 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 08:28 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 08:18 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 07:35 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 07:31 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 07:24 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 07:17 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 06:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 06:31 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 06:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 06:26 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 06:25 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 06:18 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 05:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 05:25 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 05:23 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 05:19 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 05:17 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 04:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 04:23 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 04:19 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 04:17 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 03:25 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 03:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 03:20 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.08
2026-03-08 03:19 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 03:15 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 03:10 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 02:15 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) 0.00
2026-03-08 02:13 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 02:09 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 02:07 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 01:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 01:11 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) 0.00
2026-03-08 01:08 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 01:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.16 (Mild negative) +0.08
2026-03-08 01:03 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) 0.00
reasoning
Investigative journalism on DoD claims
2026-03-08 00:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 00:09 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-08 00:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) -0.09
2026-03-08 00:05 eval Evaluated by llama-3.3-70b-wai: -0.18 (Mild negative) -0.18
reasoning
Investigative journalism on DoD claims
2026-03-07 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 23:02 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-07 22:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-07 22:57 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative)
2026-03-07 22:57 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative)
reasoning
Editorial discusses investigation of DoD, no explicit rights discourse. Transparency indicators partially present.
2026-03-07 22:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Investigative journalism on DoD claims