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 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 Mathematicians discover shape that can tile a wall and never repeat (www.newscientist.com)
488 points by iamben 1075 days ago | 156 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Science Technology Neutral
Article discusses math discovery without human rights context
EQ 0.50
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 22 entries
2026-02-28 10:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Neutral editorial stance on human rights in math article
2026-02-28 10:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 10:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Math news, no rights stance
2026-02-28 10:24 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:56 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:48 credit_exhausted Credit balance too low, retrying in 244s - -
2026-02-26 06:43 credit_exhausted Credit balance too low, retrying in 274s - -
2026-02-26 06:38 credit_exhausted Credit balance too low, retrying in 291s - -
2026-02-26 06:37 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:33 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:29 credit_exhausted Credit balance too low, retrying in 259s - -
2026-02-26 06:25 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:21 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:20 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:19 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:18 dlq Dead-lettered after 1 attempts: Mathematicians discover shape that can tile a wall and never repeat - -
2026-02-26 06:16 credit_exhausted Credit balance too low, retrying in 350s - -