Model Comparison 100% sign agreement
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 no human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology Programming
deepseek/deepseek-v3.2-20251201 +0.10 +0.10 Mild positive 0.01 0.00 Education & Expression
claude-haiku-4-5-20251001 +0.13 ND Mild positive 0.03 — Technical Expression & Education
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 0.10 0.20 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 0.10 ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND 0.10 0.10 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 Extending C with Prolog (1994) (www.amzi.com)
72 points by Antibabelic 8 days ago | 26 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite no human rights theme Neutral
Tech article on Prolog
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 14:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 14:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
tech article no rights stance
2026-02-26 23:02 eval_success Light evaluated: Neutral (0.00) - -
2026-02-26 23:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-26 20:07 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 20:05 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:04 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:03 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 20:03 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:03 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:02 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:31 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 17:29 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:28 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:27 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 09:38 eval_success Evaluated: Mild positive (0.10) - -
2026-02-26 09:38 eval Evaluated by deepseek-v3.2: +0.10 (Mild positive) 13,823 tokens
2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Extending C with Prolog (1994) - -
2026-02-26 08:54 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - -
2026-02-26 08:53 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 04:38 eval Evaluated by claude-haiku-4-5-20251001: +0.15 (Mild positive) 14,784 tokens -0.10
2026-02-26 03:13 eval Evaluated by claude-haiku-4-5-20251001: +0.25 (Mild positive) 14,933 tokens 0.00
2026-02-26 03:10 eval Evaluated by claude-haiku-4-5-20251001: +0.25 (Mild positive) 14,683 tokens +0.08
2026-02-26 01:03 eval Evaluated by claude-haiku-4-5-20251001: +0.17 (Mild positive) 14,431 tokens