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 — 0.88 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 +0.20 Mild positive 0.80 0.00 Consumer Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -0.20 Mild negative 0.90 0.18 Consumer Protection
Section @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 @cf/meta/llama-4-scout-17b-16e-instruct 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 A Temporal Dark Patterns Audit of McDonald's Self-Ordering Kiosk Flow (arxiv.org)
5 points by 50kIters 1 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Academic paper analyzing dark patterns in McDonald's self-ordering kiosk flow.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 12 HN snapshots · 31 evals
+1 0 −1 HN
Audit Trail 51 entries
2026-03-05 05:24 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:18 eval_success PSQ evaluated: g-PSQ=0.447 (3 dims) - -
2026-03-05 05:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
2026-03-04 22:56 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-03-04 22:56 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 22:56 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 22:41 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 22:41 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 22:35 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 22:35 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 22:15 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 22:15 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 21:56 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 21:56 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 21:44 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 21:44 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 21:20 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 21:20 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 21:02 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 21:02 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 20:39 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:39 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 20:34 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:34 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 20:25 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 20:25 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 20:20 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 20:20 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 19:52 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 19:52 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 19:35 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 19:35 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 19:02 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 19:02 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 18:27 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 18:27 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 17:59 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 17:59 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 17:06 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 16:30 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 16:16 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 15:44 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:36 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 15:08 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:03 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:00 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 14:22 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 14:19 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 13:42 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative)
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 13:40 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Academic paper on dark patterns