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 — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Worker Health
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Eye Health
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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 71% Desk Workers Say Screen-Related Visual Discomfort Is Reducing Productivity (www.vspvision.com)
25 points by platzhirsch 2 days ago | 24 comments on HN ~lite vlite-2.0
Summary ~lite
Press release about research on screen time and eye health.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 23 HN snapshots · 23 evals
+1 0 −1 HN
Audit Trail 43 entries
2026-03-09 02:14 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 02:14 eval_success PSQ evaluated: g-PSQ=0.171 (3 dims) - -
2026-03-09 02:14 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 02:09 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 02:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 02:09 eval_success PSQ evaluated: g-PSQ=0.171 (3 dims) - -
2026-03-09 02:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 02:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 02:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR content, neutral stance, some transparency
2026-03-09 02:03 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 02:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 02:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-09 02:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 01:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 01:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR content, neutral stance, some transparency
2026-03-09 01:58 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 01:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 01:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-09 01:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 00:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 00:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 00:56 eval_success PSQ evaluated: g-PSQ=0.171 (3 dims) - -
2026-03-09 00:56 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 00:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 00:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR content, neutral stance, some transparency
2026-03-09 00:52 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 00:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 00:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 00:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 23:47 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 23:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 23:46 eval_success PSQ evaluated: g-PSQ=0.171 (3 dims) - -
2026-03-08 23:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-08 23:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR content, neutral stance, some transparency
2026-03-08 23:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 23:38 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR content, neutral stance, some transparency
2026-03-08 22:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 22:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-08 22:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 22:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
PR content, neutral stance, some transparency
2026-03-08 21:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-08 21:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive)