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 +0.40 -0.20 Mild positive 0.80 0.49 Science Critique
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.60 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.20 Mild negative 0.80 0.18 Science Bias
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 Never Trust the Science - On the need to identify bias & interpret data yourself (adam.rochussen.xyz)
27 points by Luc 8 days ago | 20 comments on HN ~lite vlite-2.0
Summary ~lite
The article promotes critical thinking and skepticism towards scientific information.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 210 HN snapshots · 38 evals
+1 0 −1 HN
Audit Trail 58 entries
2026-03-19 16:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 16:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 16:38 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 16:38 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 16:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 15:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 15:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 15:28 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 15:28 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 15:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 14:17 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 14:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 13:58 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 13:58 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 13:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 05:16 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 05:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 05:02 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 05:02 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 05:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 03:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 03:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 03:44 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 03:44 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 03:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 02:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 02:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 02:27 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 02:27 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 02:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 00:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 00:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 00:37 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-19 00:37 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-19 00:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.18 (Mild positive)
2026-03-19 00:19 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative)
reasoning
Editorial on science bias
2026-03-18 23:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 23:25 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 23:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 22:49 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 22:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 21:39 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 21:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 20:26 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 20:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 19:51 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 19:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 19:14 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 18:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 18:37 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 18:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:59 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 17:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:17 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 16:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 16:40 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat
2026-03-18 16:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 16:05 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive)
reasoning
The content discusses the need to identify bias and interpret data yourself, touching on the theme of critically evaluat