Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.60 Mild negative 0.80 0.65 Academic Integrity
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.60 Mild negative 0.80 0.60 AI ethics
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 2% of ICML papers desk rejected because the authors used LLM in their reviews (blog.icml.cc)
199 points by sergdigon 9 days ago | 158 comments on HN ~lite vlite-2.0
Summary ~lite
ICML blog post discusses desk rejections due to LLM usage in reviews.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 424 HN snapshots · 101 evals
+1 0 −1 HN
Audit Trail 121 entries
2026-03-22 00:40 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-22 00:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 00:40 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-22 00:40 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-21 22:31 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-21 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 22:10 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-21 22:10 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-21 20:43 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-21 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 20:27 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-21 20:27 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 23:18 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 23:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 22:11 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 22:11 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 21:58 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 21:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 21:29 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 21:29 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 21:21 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 21:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 20:54 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 20:54 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 20:43 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 20:19 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 20:19 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 20:06 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 20:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 19:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 19:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 19:27 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 19:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 18:33 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 18:33 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 18:15 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 18:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 17:56 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-20 17:56 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 17:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 17:06 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 16:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 15:47 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 15:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 15:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 14:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 14:27 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 14:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 13:52 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 13:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 13:16 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 12:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 12:37 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 12:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:57 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 11:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:20 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 10:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 10:41 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 10:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 10:04 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 09:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 09:25 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 08:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:46 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 08:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:07 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 07:26 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 06:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:44 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 06:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:07 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 05:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 05:31 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 04:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 04:56 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 04:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 04:21 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 03:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:46 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 03:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 02:30 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 02:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:56 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 01:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:37 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 01:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 00:55 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-20 00:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 00:28 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-20 00:23 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
Technical blog post on LLM review policies
2026-03-19 23:44 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 23:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 23:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 22:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 22:16 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 21:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 21:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 20:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 19:49 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 19:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:32 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 18:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 17:19 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 16:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 16:04 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 15:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 14:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.36
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 14:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 13:31 eval Evaluated by llama-4-scout-wai: -0.36 (Moderate negative) -0.36
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 13:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.18
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 12:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:11 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.08
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:33 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.26
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion
2026-03-19 11:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-19 10:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Blog post discussing LLM review policy violations, no explicit human rights discussion