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 — 0.63 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.38 +0.16 Mild negative 0.80 -0.45 Academic Freedom
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 +0.10 Mild positive 0.80 0.14 Academic Freedom
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 It's hard to overstate what a scam academic and scientific publishing is (pluralistic.net)
526 points by jensgk 1594 days ago | 267 comments on HN ~lite vlite-2.0
Summary ~lite
Article critiques academic and scientific publishing, finding it to be a scam.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 14 entries
2026-03-05 16:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 16:36 eval_success PSQ evaluated: g-PSQ=-0.364 (3 dims) - -
2026-03-05 16:36 eval Evaluated by llama-3.3-70b-wai-psq: -0.36 (Moderate negative)
2026-03-03 09:59 model_divergence Cross-model spread 0.33 exceeds threshold (2 models) - -
2026-03-03 09:59 eval_success Lite evaluated: Mild negative (-0.16) - -
2026-03-03 09:59 eval Evaluated by llama-4-scout-wai: -0.16 (Mild negative) 0.00
reasoning
The content discusses academic and scientific publishing, criticizing it as a scam, but does not explicitly mention huma
2026-03-03 09:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-03 09:52 model_divergence Cross-model spread 0.33 exceeds threshold (2 models) - -
2026-03-03 09:52 eval_success Lite evaluated: Mild negative (-0.16) - -
2026-03-03 09:52 eval Evaluated by llama-4-scout-wai: -0.16 (Mild negative)
reasoning
The content discusses academic and scientific publishing, criticizing it as a scam, but does not explicitly mention huma
2026-03-03 09:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-03 09:49 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-03 09:49 eval Evaluated by llama-3.3-70b-wai: +0.17 (Mild positive)
reasoning
Critique of academic publishing