Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Mathematical freedom
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Math Education
claude-haiku-4-5-20251001 ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 1/0 = 0 (www.hillelwayne.com)
650 points by ingve 2760 days ago | 570 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Mathematical freedom Neutral
Math post on division by zero
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 · 8 evals
+1 0 −1 HN
Audit Trail 18 entries
2026-03-01 18:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 18:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Math post with neutral tone
2026-03-01 18:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 18:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Math post with neutral tone
2026-03-01 17:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral math discussion
2026-03-01 16:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Math post with neutral tone
2026-03-01 15:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 15:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral math discussion
2026-03-01 15:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 15:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Math post with neutral tone
2026-02-28 12:40 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:40 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Math post with neutral tone
2026-02-28 12:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral math discussion
2026-02-28 12:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -