Never Trust the Science - On the need to identify bias & interpret data yourself — Pending

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 Compare

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

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

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC