'Employers are increasingly turning to degree and GPA'

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	ND	Mild positive	0.80	0.00	Education Employment
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	-0.20	ND	Mild negative	0.70	0.00	Education Access

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	Delta
Preamble	ND	ND
Article 1	ND	ND
Article 2	ND	ND
Article 3	ND	ND
Article 4	ND	ND
Article 5	ND	ND
Article 6	ND	ND
Article 7	ND	ND
Article 8	ND	ND
Article 9	ND	ND
Article 10	ND	ND
Article 11	ND	ND
Article 12	ND	ND
Article 13	ND	ND
Article 14	ND	ND
Article 15	ND	ND
Article 16	ND	ND
Article 17	ND	ND
Article 18	ND	ND
Article 19	ND	ND
Article 20	ND	ND
Article 21	ND	ND
Article 22	ND	ND
Article 23	ND	ND
Article 24	ND	ND
Article 25	ND	ND
Article 26	ND	ND
Article 27	ND	ND
Article 28	ND	ND
Article 29	ND	ND
Article 30	ND	ND

+0.10	'Employers are increasingly turning to degree and GPA' (fortune.com)
	14 points by paulpauper 1 days ago \| 7 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Education Employment Acknowledges

Article discusses shift in hiring practices, potential bias

EQ 0.60

SO 0.40

TD 0.70

Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available

Longitudinal 40 HN snapshots · 59 evals

Audit Trail 79 entries

2026-03-02 18:55	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 18:55	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 18:55	model_divergence	Cross-model spread 0.30 exceeds threshold (2 models)	- -
2026-03-02 18:46	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 18:46	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 17:32	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 17:32	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 17:32	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 16:36	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 16:36	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 16:32	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 16:32	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 16:11	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 16:11	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 11:04	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 11:04	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 11:04	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:58	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:58	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:58	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:52	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:52	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 10:08	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:08	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:08	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:08	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 09:25	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 09:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 09:25	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 09:24	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 09:24	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 08:33	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 08:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 08:30	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 07:48	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:09	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 07:05	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:27	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 06:22	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 06:20	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 05:42	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:07	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 05:02	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 04:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 04:19	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 03:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:27	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 02:47	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 02:28	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 02:07	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:40	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 01:35	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 01:13	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-02 00:27	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 23:32	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 23:19	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 22:41	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:36	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:29	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:58	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 21:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 20:29	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 20:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 19:46	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:42	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning ED neutral on education rights
2026-03-01 19:41	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:38	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
	reasoning ED neutral on education rights

build fb2f838+pr96 · deployed 2026-03-02 19:02 UTC · evaluated 2026-03-02 19:05:25 UTC