Sea level much higher than assumed in most coastal hazard assessments

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

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 Compare

ND	Sea level much higher than assumed in most coastal hazard assessments (www.nature.com)
	102 points by jacquesm 1 days ago \| 72 comments on HN ~lite vlite-2.0

Summary ~lite

Scientific study on sea level rise

Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 175 HN snapshots · 44 evals

Audit Trail 64 entries

2026-03-05 17:08	eval_success	PSQ evaluated: g-PSQ=0.412 (3 dims)	- -
2026-03-05 17:08	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive) 0.00
2026-03-05 17:03	eval_success	PSQ evaluated: g-PSQ=0.412 (3 dims)	- -
2026-03-05 17:03	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive) 0.00
2026-03-05 08:12	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 08:12	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 08:07	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 08:07	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 07:25	eval_success	PSQ evaluated: g-PSQ=0.412 (3 dims)	- -
2026-03-05 07:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive) 0.00
2026-03-05 04:49	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 04:49	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 04:37	eval_success	PSQ evaluated: g-PSQ=0.412 (3 dims)	- -
2026-03-05 04:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive) 0.00
2026-03-05 04:32	eval_success	PSQ evaluated: g-PSQ=0.412 (3 dims)	- -
2026-03-05 04:32	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive)
2026-03-05 04:13	eval_success	Lite evaluated: Mild negative (-0.15)	- -
2026-03-05 04:13	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 04:04	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 04:04	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 04:04	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:39	eval_success	Lite evaluated: Mild negative (-0.15)	- -
2026-03-05 03:39	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 03:20	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 03:20	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 03:20	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 02:56	eval_success	Lite evaluated: Mild negative (-0.15)	- -
2026-03-05 02:56	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 02:45	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 02:45	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 02:45	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 02:16	eval_success	Lite evaluated: Mild negative (-0.15)	- -
2026-03-05 02:16	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 02:04	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 02:04	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 02:04	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 01:42	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 01:24	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 01:04	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-05 00:44	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 00:38	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-05 00:27	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 23:56	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 23:50	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 23:20	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 23:15	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 22:36	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 22:32	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 22:31	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 21:56	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 21:55	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 21:21	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 21:20	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 21:16	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 20:38	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 20:35	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 19:57	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 19:55	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 19:49	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 19:10	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 19:04	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 19:00	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
	reasoning Climate research article
2026-03-04 18:03	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning Scientific article on sea level rise, no explicit human rights discussion
2026-03-04 18:01	eval	Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative)
	reasoning Climate research article

build e8193c2+g16g · deployed 2026-03-05 20:09 UTC · evaluated 2026-03-03 07:16:53 UTC