Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.92 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.20 Neutral 0.80 -0.20 Environmental Conservation
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Environmental Conservation
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Cattle grazing boosts nature recovery (increased plant diversity, 5x butterfly) (www.leeds.ac.uk)
14 points by bilsbie 4 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Cattle grazing boosts nature recovery
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 1 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-12 00:37 eval_success PSQ evaluated: g-PSQ=0.481 (3 dims) - -
2026-03-12 00:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-12 00:37 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-12 00:37 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Environmental conservation, neutral rights stance
2026-03-12 00:37 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-11 22:09 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 22:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 21:50 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 21:50 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Content discusses cattle grazing impact on nature recovery, no human rights discussion
2026-03-11 21:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 20:47 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 20:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 20:39 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 20:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Content discusses cattle grazing impact on nature recovery, no human rights discussion
2026-03-11 20:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 19:21 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 19:21 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 19:17 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 19:17 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Content discusses cattle grazing impact on nature recovery, no human rights discussion
2026-03-11 19:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 18:07 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 18:07 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 18:06 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 18:06 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Content discusses cattle grazing impact on nature recovery, no human rights discussion
2026-03-11 18:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 16:52 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 16:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-11 16:51 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 16:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Content discusses cattle grazing impact on nature recovery, no human rights discussion
2026-03-11 16:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -