Model Comparison
Model Editorial Structural Class Conf SETL Theme
@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 0.63
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Consumer Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 ND Moderate positive 0.80 0.00 Corporate Accountability
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 Tell HN: Amazon fraudulently canceling orders as returned items
311 points by sigmaprimus 1574 days ago | 144 comments on HN ~lite vlite-2.0
Summary ~lite
Amazon's customer service accused a seller of knowing about a weather event, causing order cancellations.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 19 entries
2026-03-05 16:43 eval_success PSQ evaluated: g-PSQ=-0.257 (3 dims) - -
2026-03-05 16:43 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative)
2026-03-05 16:33 eval_success PSQ evaluated: g-PSQ=-0.474 (3 dims) - -
2026-03-05 16:32 eval Evaluated by llama-3.3-70b-wai-psq: -0.47 (Moderate negative)
2026-02-28 11:22 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-02-28 11:22 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 11:22 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial complaining about Amazon's customer service
2026-02-28 11:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:17 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-02-28 11:17 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-02-28 11:17 eval Evaluated by llama-3.3-70b-wai: +0.40 (Moderate positive) 0.00
reasoning
Exposing corporate abuse
2026-02-28 11:17 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:16 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-02-28 11:16 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 11:16 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Editorial complaining about Amazon's customer service
2026-02-28 11:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:12 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:12 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-02-28 11:12 eval Evaluated by llama-3.3-70b-wai: +0.40 (Moderate positive)
reasoning
Exposing corporate abuse