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-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Child Safety
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 -0.60 Neutral 0.80 0.78 Child Safety Trials
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND Every Claim from Meta Child Safety Trials (meta-trials.vercel.app)
37 points by laurex 5 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
The page provides a sourced tracker of Meta child safety trials with neutral and informative content.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 312 HN snapshots · 145 evals
+1 0 −1 HN
Audit Trail 165 entries
2026-03-08 16:33 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 16:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 16:18 eval_success PSQ evaluated: g-PSQ=0.233 (3 dims) - -
2026-03-08 16:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) -0.03
2026-03-08 15:57 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-08 15:57 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.12
reasoning
The content provides a live tracker of Meta child safety trials with sourced claims from verified news reports. It does
2026-03-08 15:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-08 15:43 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-08 15:43 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.30
reasoning
Child safety trials tracker
2026-03-07 19:07 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 19:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 19:05 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 19:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 17:56 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 17:56 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 17:51 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 17:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:50 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 16:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 16:38 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 16:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:33 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 16:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:13 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 16:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 15:59 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 15:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:40 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 15:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 15:24 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 15:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:07 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 15:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 14:49 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 14:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 14:32 eval_success PSQ evaluated: g-PSQ=0.260 (3 dims) - -
2026-03-07 14:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 14:15 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 13:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 13:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 13:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:49 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 12:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 12:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 12:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 11:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 10:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 10:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 10:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 10:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 09:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 09:31 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 09:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 09:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 08:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 08:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 07:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 07:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 06:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 06:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 06:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 05:57 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 05:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 05:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) -0.01
2026-03-07 05:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 04:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) +0.01
2026-03-07 04:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 04:24 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 04:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 03:52 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 03:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 03:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 03:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 02:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 02:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 02:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 01:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 01:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 00:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-07 00:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 00:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 23:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 23:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 23:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 23:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 22:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 22:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 21:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 21:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 20:56 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 20:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 19:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 18:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 18:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 18:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 18:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 17:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 17:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 16:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 15:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 14:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 14:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 14:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 14:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 13:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 13:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 13:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 12:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 12:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 11:45 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 11:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 10:45 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 10:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) -0.01
2026-03-06 09:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 09:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) +0.01
2026-03-06 09:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 09:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 08:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 08:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 08:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 07:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 07:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 07:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 07:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 06:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 06:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive) 0.00
2026-03-06 06:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-06 06:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.26 (Mild positive)
2026-03-06 05:24 eval Evaluated by llama-4-scout-wai: +0.22 (Mild positive) 0.00
reasoning
The content provides a live tracker of Meta child safety trials with sourced claims from verified news reports. It does
2026-03-06 05:19 eval Evaluated by llama-4-scout-wai: +0.22 (Mild positive)
reasoning
The content provides a live tracker of Meta child safety trials with sourced claims from verified news reports. It does
2026-03-06 05:19 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Child safety trials tracker