ND Computer scientists invent an efficient new way to count (www.quantamagazine.org)
993 points by jasondavies 664 days ago | 287 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral informative content
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 15 entries
2026-03-08 15:32 eval_success PSQ evaluated: g-PSQ=0.358 (3 dims) - -
2026-03-08 15:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-08 15:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 15:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 15:27 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-08 15:27 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 15:27 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-08 15:27 eval_success PSQ evaluated: g-PSQ=0.358 (3 dims) - -
2026-03-08 15:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-08 15:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 15:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on computer science, no explicit human rights discussion
2026-03-08 15:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 15:23 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-08 15:23 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-08 15:23 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -