Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.83
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.90
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 +0.16 Neutral 0.80 -0.18 education science
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 +0.16 Neutral 0.80 -0.18 Education Rights
openai/gpt-oss-120b:free lite ND ND
google/gemma-3-27b-it:free lite ND ND
qwen/qwen3-coder:free lite ND ND
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND I should have loved biology (jsomers.net)
1048 points by h2odragon 1343 days ago | 271 comments on HN ~lite vlite-2.0
Summary ~lite
The author reflects on their high school biology experience and how it failed to spark curiosity, contrasting it with later discoveries that made biology fascinating.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-03-05 16:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 15:56 eval_success PSQ evaluated: g-PSQ=0.322 (3 dims) - -
2026-03-05 15:56 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 15:51 eval_success PSQ evaluated: g-PSQ=0.322 (3 dims) - -
2026-03-05 15:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-03 05:21 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 05:21 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) -0.02
reasoning
Personal essay on biology education, no explicit rights discussion
2026-03-03 05:16 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 05:16 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral)
reasoning
Personal essay on biology education, no explicit rights discussion
2026-03-03 05:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 05:12 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 05:12 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
reasoning
Reflective biology essay