Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -1.00 Moderate negative 1.00 1.00 Open Access
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.60 Mild negative 0.80 0.60 Open Access Publishing
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 CERN to host Europe's flagship open access publishing platform (home.cern)
251 points by JohnHammersley 3 days ago | 25 comments on HN ~lite vlite-2.0
Summary ~lite
CERN to host Europe's flagship open access publishing platform.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 747 HN snapshots · 124 evals
+1 0 −1 HN
Audit Trail 144 entries
2026-03-29 01:25 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-29 01:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-29 01:13 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-29 01:13 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-29 01:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 23:50 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 23:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 23:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 23:12 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-28 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 22:34 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 22:34 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 22:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 22:00 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-28 22:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 21:24 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 21:24 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 21:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 20:47 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-28 20:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 20:13 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 20:13 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 20:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 19:34 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-28 19:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 19:01 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 19:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 19:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 18:23 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-28 18:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 17:48 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-28 17:48 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 17:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-28 17:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 16:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 16:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 15:34 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 14:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 14:21 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 14:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 13:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 13:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 13:05 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 12:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 12:30 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 12:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 11:52 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 11:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 11:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 11:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 10:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 10:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 10:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 09:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 09:31 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 09:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 08:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 08:21 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 07:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 07:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 06:59 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 06:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 06:22 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 06:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 05:44 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 05:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 05:09 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 04:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 04:31 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 04:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 03:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 03:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 03:17 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 02:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 02:38 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 02:05 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 01:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 01:31 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-28 00:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-28 00:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 23:53 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 23:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 23:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 23:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 22:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 22:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 20:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 19:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 19:29 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 18:18 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 18:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 17:07 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 17:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 15:59 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 15:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 14:43 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 14:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 13:09 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 12:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 12:23 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 12:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 11:45 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 11:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 11:06 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 10:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 10:27 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 10:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 09:52 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 09:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 09:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 09:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 08:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 08:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 07:57 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 07:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 07:20 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 07:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 06:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 06:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 06:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 05:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 05:25 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 05:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 04:47 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 04:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 03:47 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 03:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 02:35 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 01:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 01:28 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-27 00:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-27 00:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive)
2026-03-27 00:02 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
CERN hosts open access publishing platform
2026-03-26 23:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-26 22:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-26 22:38 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-26 21:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-26 21:47 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion
2026-03-26 20:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-26 20:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
Technical content about CERN hosting an open access publishing platform, no explicit rights discussion