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 Open Source Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 +0.20 Moderate positive 0.80 0.28 Open Source Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.70
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.83
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
+0.40 AI's Unpaid Debt: How LLM Scrapers Destroy the Social Contract of Open Source (www.quippd.com)
63 points by birdculture 78 days ago | 18 comments on HN | Moderate positive ~lite vlite-1.6
Summary ~lite Open Source Rights Advocates
Article discusses AI's impact on open source and free culture communities
EQ 0.70
SO 0.60
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 8 entries
2026-03-07 20:47 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-07 20:47 eval Evaluated by llama-4-scout-wai: +0.32 (Moderate positive)
reasoning
Editorial discusses AI's impact on open source, transparency indicators partially visible
2026-03-07 20:42 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-07 20:42 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive)
reasoning
Critique of AI's impact on open source
2026-03-05 10:42 eval_success PSQ evaluated: g-PSQ=0.166 (3 dims) - -
2026-03-05 10:42 eval Evaluated by llama-4-scout-wai-psq: +0.17 (Mild positive)
2026-03-05 10:36 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-05 10:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)