Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 consumer well-being
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Consumer Wellbeing
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
nvidia/nemotron-3-nano-30b-a3b:free ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite meta-llama/llama-3.3-70b-instruct:free nvidia/nemotron-3-nano-30b-a3b:free
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
0.00 Fries with that? Ordering from AI linked to selecting more indulgent foods (www.psu.edu)
8 points by geox 4 days ago | 2 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite consumer well-being Neutral
Penn State study on AI impact on food choices
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 128 HN snapshots · 25 evals
+1 0 −1 HN
Audit Trail 45 entries
2026-03-02 16:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech study no rights focus
2026-03-02 16:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
reasoning
ED neutral tech study no rights focus
2026-03-02 16:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 17:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 17:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 16:56 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 16:56 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
ED neutral tech study no rights focus
2026-03-01 16:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 14:55 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 14:55 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
reasoning
ED neutral tech study no rights focus
2026-03-01 14:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 14:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
reasoning
ED neutral tech study no rights focus
2026-03-01 14:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 13:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 13:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 13:20 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 13:20 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
reasoning
ED neutral tech study no rights focus
2026-03-01 13:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 13:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-03-01 12:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 12:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
reasoning
ED neutral tech study no rights focus
2026-03-01 12:39 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 12:39 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
ED neutral tech study no rights focus
2026-03-01 12:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 12:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-02-28 16:18 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 16:18 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
ED neutral tech study no rights focus
2026-02-28 16:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 16:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral health news
2026-02-28 13:51 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 13:51 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
reasoning
ED neutral tech study no rights focus
2026-02-28 13:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
reasoning
ED neutral tech study no rights focus
2026-02-28 13:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) -0.20
reasoning
Neutral health news
2026-02-28 00:47 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Neutral health news
2026-02-27 03:07 eval Evaluated by deepseek-v3.2: +0.29 (Mild positive) 12,497 tokens
2026-02-26 22:38 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
ED neutral tech study no rights focus