Hardwood: A New Parser for Apache Parquet

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	1.00	0.00	No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	ND	Neutral	0.90	0.00	Technology

Section	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct 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

0.00	Hardwood: A New Parser for Apache Parquet (www.morling.dev)
	103 points by rmoff 4 days ago \| 12 comments on HN \| Neutral ~lite vlite-1.4

Summary ~lite No human rights theme Neutral

Tech blog post

EQ 0.50

SO 0.50

TD 0.50

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

Longitudinal 607 HN snapshots · 110 evals

Audit Trail 130 entries

2026-03-02 19:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 19:49	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 19:07	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 19:04	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 18:05	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 17:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 17:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 16:53	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 16:46	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:46	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 16:42	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 15:29	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 15:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 15:20	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 15:20	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 14:49	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 14:29	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 14:07	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 13:56	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 13:20	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 13:15	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:15	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 13:08	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:08	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 12:30	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 12:21	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 11:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 11:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 11:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 11:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 10:31	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 10:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 09:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 09:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 09:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 08:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 08:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 08:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 08:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 07:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 07:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 07:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 06:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 06:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 06:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 06:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 05:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 05:38	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 05:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 05:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 05:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 04:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 04:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 03:46	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 03:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 03:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 02:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 02:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 02:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 02:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 02:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 01:31	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 01:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 00:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-02 00:43	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-02 00:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 23:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 23:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 23:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 22:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 22:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 22:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 21:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 21:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 21:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 20:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 20:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 20:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 20:01	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 19:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 19:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 19:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 19:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 19:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 18:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 18:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 17:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 17:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 15:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 15:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 14:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 14:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 14:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 14:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 14:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 13:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 13:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 13:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 12:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 12:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 12:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 12:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 11:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 11:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 11:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 11:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 10:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 10:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 09:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 09:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 09:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 08:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 08:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral tech blog post
2026-03-01 08:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog with no rights stance
2026-03-01 07:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, neutral tech blog post
2026-03-01 07:35	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech blog with no rights stance

build ab29067+fxw2 · deployed 2026-03-02 19:50 UTC · evaluated 2026-03-02 19:26:26 UTC