Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 +0.20 Moderate positive 0.80 0.28 Internet Regulation
@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 0.80
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 -0.20 Mild positive 0.80 0.49 Internet Age Verification
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-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 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
+0.40 Computer scientists caution against internet age-verification mandates (reason.com)
8 points by bilsbie 1 days ago | 0 comments on HN | Moderate positive ~lite vlite-1.6
Summary ~lite Internet Regulation Advocates
Computer scientists warn against internet age-verification mandates
EQ 0.70
SO 0.60
TD 0.80
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 11 HN snapshots · 20 evals
+1 0 −1 HN
Audit Trail 40 entries
2026-03-06 07:31 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-06 05:39 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:39 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:35 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 05:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-06 05:35 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 05:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive)
2026-03-06 05:34 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:34 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:28 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:28 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:23 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:23 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:18 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:18 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:12 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:12 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:07 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:07 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:07 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 05:02 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 05:02 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 05:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-06 04:57 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-06 04:57 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:51 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:46 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.16
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:41 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) -0.16
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:36 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:30 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:25 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:20 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) 0.00
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:14 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive)
reasoning
Editorial stance: cautious against internet age-verification mandates, transparency indicators: author identified, date
2026-03-06 04:14 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive)
reasoning
Editorial against age-verification mandates