Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Scientific Research
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.00 0.00 —
deepseek/deepseek-v3.2-20251201 -0.07 -0.05 Neutral 0.08 — Information Access
claude-haiku-4-5-20251001 -0.49 -0.47 Moderate negative 0.09 — Information Access & Scientific Dissemination
meta-llama/llama-3.3-70b-instruct: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 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct: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
0.00 Stewardship of Global Collective Behavior (pnas.org)
1 points by 9wzYQbTYsAIc 1707 days ago | 0 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Scientific Research Neutral
Scientific article
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Longitudinal · 7 evals
+1 0 −1 HN
Audit Trail 27 entries
2026-02-28 11:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:49 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:49 model_divergence Cross-model spread 0.49 exceeds threshold (4 models) - -
2026-02-28 11:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Scientific journal neutral stance
2026-02-28 11:44 model_divergence Cross-model spread 0.49 exceeds threshold (4 models) - -
2026-02-28 11:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Scientific journal neutral stance
2026-02-28 11:44 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 23:12 eval_success Light evaluated: Neutral (0.00) - -
2026-02-26 23:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-26 20:16 dlq Dead-lettered after 1 attempts: Stewardship of Global Collective Behavior - -
2026-02-26 20:14 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:13 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:41 dlq Dead-lettered after 1 attempts: Stewardship of Global Collective Behavior - -
2026-02-26 17:40 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:38 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:37 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 09:15 dlq Dead-lettered after 1 attempts: Stewardship of Global Collective Behavior - -
2026-02-26 09:15 dlq Dead-lettered after 1 attempts: Stewardship of Global Collective Behavior - -
2026-02-26 09:12 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - -
2026-02-26 09:12 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - -
2026-02-26 09:11 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - -
2026-02-26 09:11 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - -
2026-02-26 08:22 eval Evaluated by deepseek-v3.2: -0.07 (Neutral) 10,163 tokens
2026-02-26 03:26 eval Evaluated by claude-haiku-4-5-20251001: -0.49 (Moderate negative) 11,889 tokens +0.01
2026-02-26 03:18 eval Evaluated by claude-haiku-4-5-20251001: -0.50 (Moderate negative) 11,661 tokens -0.09
2026-02-26 02:29 eval Evaluated by claude-haiku-4-5-20251001: -0.41 (Moderate negative) 12,002 tokens