Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.70
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.60
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Personal Safety
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 ND Neutral 0.80 0.00 Academic Freedom
Section @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 @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 PhD interrupted by personal safety issues, now publication record is thin
4 points by qthrwaway 2 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
Personal safety issues impact PhD
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 466 HN snapshots · 5 evals
+1 0 −1 HN
Audit Trail 10 entries
2026-03-07 23:28 eval_success PSQ evaluated: g-PSQ=0.543 (3 dims) - -
2026-03-07 23:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.54 (Moderate positive) +0.12
2026-03-07 23:23 eval_success PSQ evaluated: g-PSQ=0.089 (3 dims) - -
2026-03-07 23:23 eval Evaluated by llama-4-scout-wai-psq: +0.09 (Neutral)
2026-03-07 23:23 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-07 23:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive)
2026-03-07 23:23 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-07 23:23 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Discussion of personal safety issues, victim blaming, and career impact
2026-03-07 23:23 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-07 23:23 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral)
reasoning
Personal safety issues impact PhD