Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Environmental Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Environmental Science
deepseek/deepseek-v3.2-20251201 -0.55 -0.40 Moderate negative 0.03 — Access to Information
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
nvidia/nemotron-3-nano-30b-a3b:free ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 meta-llama/llama-3.3-70b-instruct:free nvidia/nemotron-3-nano-30b-a3b:free
Preamble ND ND ND ND ND
Article 1 ND ND ND ND ND
Article 2 ND ND ND ND ND
Article 3 ND ND ND ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND ND ND ND
Article 20 ND ND ND ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND ND ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND ND ND ND
Article 27 ND ND ND ND ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
+0.10 Caterpillar found to eat shopping bags, suggesting solution to plastic pollution (phys.org)
597 points by fh973 3234 days ago | 308 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Environmental Rights Acknowledges
Caterpillar eats plastic bags
EQ 0.60
SO 0.40
TD 0.20
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 25 entries
2026-02-28 13:02 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 13:02 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 13:02 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
News article on biodegradable solution
2026-02-28 13:02 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:57 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 12:57 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:57 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 12:57 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
News article on biodegradable solution
2026-02-28 12:56 model_divergence Cross-model spread 0.55 exceeds threshold (2 models) - -
2026-02-28 12:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral science reporting
2026-02-28 12:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:51 model_divergence Cross-model spread 0.55 exceeds threshold (2 models) - -
2026-02-28 12:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED neutral science reporting
2026-02-26 22:37 rater_validation_fail Light validation failed for model llama-4-scout-wai - -
2026-02-26 20:25 eval_success Evaluated: Moderate negative (-0.55) - -
2026-02-26 20:25 eval Evaluated by deepseek-v3.2: -0.55 (Moderate negative) 10,418 tokens
2026-02-26 20:02 dlq Dead-lettered after 1 attempts: Caterpillar found to eat shopping bags, suggesting solution to plastic pollution - -
2026-02-26 20:02 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:02 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:01 dlq Dead-lettered after 1 attempts: Caterpillar found to eat shopping bags, suggesting solution to plastic pollution - -
2026-02-26 20:00 dlq Dead-lettered after 1 attempts: Caterpillar found to eat shopping bags, suggesting solution to plastic pollution - -
2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -