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-4-scout-17b-16e-instruct lite +0.10 -0.24 Neutral 0.80 0.28 Climate Change
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 -0.24 Neutral 0.80 0.32 Climate change
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 National Academies of Sciences says no to demands it remove climate info (arstechnica.com)
62 points by Brajeshwar 8 days ago | 7 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses National Academies of Sciences resisting pressure to remove climate info.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 141 HN snapshots · 40 evals
+1 0 −1 HN
Audit Trail 60 entries
2026-03-18 19:57 eval_skip Content gate: age_gate - -
2026-03-18 07:39 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 07:15 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 07:15 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 07:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 07:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 06:40 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 06:40 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) -0.12
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 06:25 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 06:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 06:05 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-18 06:05 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 06:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-18 05:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 05:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 05:29 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-18 05:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-18 05:29 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) +0.12
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 05:10 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 05:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 04:52 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 04:52 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 04:33 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 04:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 04:17 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 04:17 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 03:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 03:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 03:37 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 03:37 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 03:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 03:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 02:34 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-18 02:34 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) -0.12
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 01:03 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 00:50 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) +0.12
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-18 00:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-18 00:19 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
reasoning
Science article on climate info
2026-03-17 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 23:18 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 22:09 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 21:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 20:59 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 19:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 19:49 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 18:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 18:37 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 17:58 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 17:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 17:15 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) -0.12
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 16:37 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 16:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 16:03 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Article discusses climate info, science, and resistance to removal demands
2026-03-17 15:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-17 15:24 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral)
reasoning
Article discusses climate info, science, and resistance to removal demands