Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Science
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 scientific information
claude-haiku-4-5 lite 0.00 ND Neutral 0.98 0.00 Scientific reference only
deepseek/deepseek-v3.2-20251201 +0.08 +0.13 Mild positive 0.21 -0.14 Knowledge & Education
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite claude-haiku-4-5 lite deepseek/deepseek-v3.2-20251201 meta-llama/llama-3.3-70b-instruct:free
Preamble ND ND ND 0.12 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 0.28 ND
Article 26 ND ND ND 0.48 ND
Article 27 ND ND ND 0.42 ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
0.00 [CAL-LITE] Wikipedia (Oxygen) (EN-4) (en.wikipedia.org)
0 points 3 days ago | 0 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Science Neutral
Wikipedia article on Oxygen, no human rights content
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 21 evals
+1 0 −1 HN
Audit Trail 41 entries
2026-02-28 09:10 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:10 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-28 09:07 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
encyclopedia article on oxygen
2026-02-28 09:07 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:02 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
encyclopedia article on oxygen
2026-02-28 09:02 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:15 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-28 01:41 dlq Dead-lettered after 1 attempts: [CAL-LIGHT] Wikipedia (Oxygen) (EN-4) - -
2026-02-28 01:39 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:37 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 dlq_replay DLQ message 97620 replayed to LLAMA_QUEUE: [CAL-LIGHT] Wikipedia (Oxygen) (EN-4) - -
2026-02-28 00:44 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-28 00:33 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-28 00:26 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
encyclopedia article on oxygen
2026-02-28 00:25 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-28 00:13 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-28 00:13 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
encyclopedia article on oxygen
2026-02-27 23:58 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 21:51 eval_success Light evaluated: Neutral (0.00) - -
2026-02-27 21:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-27 21:46 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 21:31 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 21:31 rater_auto_enable Model llama-4-scout-wai auto-re-enabled after successful probe - -
2026-02-27 21:31 eval_success Light evaluated: Neutral (0.00) - -
2026-02-27 21:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-27 21:31 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 21:09 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 21:00 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral) 0.00
2026-02-27 19:07 dlq Dead-lettered after 1 attempts: [CAL-LIGHT] Wikipedia (Oxygen) (EN-4) - -
2026-02-27 19:05 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 16:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Wikipedia article on Oxygen, neutral stance
2026-02-27 15:41 eval Evaluated by deepseek-v3.2: +0.23 (Mild positive) 11,358 tokens
2026-02-27 13:00 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral)