Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.53 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.30 -0.23 Neutral 0.80 0.40 Criminal Justice
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 -0.23 Neutral 0.80 0.32 Karachi gang violence
Section @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 @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 Gangs of Karachi (harpers.org)
26 points by ajax33 10 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses gangs and violence in Karachi, providing a detailed account of the situation.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 225 HN snapshots · 81 evals
+1 0 −1 HN
Audit Trail 101 entries
2026-03-22 23:26 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 23:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 23:24 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-22 23:24 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 21:45 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 21:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 21:28 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 21:28 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 20:31 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 20:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 20:12 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 20:12 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 19:07 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 19:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 18:59 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-22 18:59 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 11:31 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 11:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 11:27 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 11:27 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 10:55 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 10:53 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-22 10:53 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 10:16 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 10:16 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 10:16 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 10:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 09:40 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 09:40 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 09:37 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 09:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 09:02 eval_success Lite evaluated: Neutral (0.09) - -
2026-03-22 09:02 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 08:56 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 08:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 08:24 eval_success Lite evaluated: Mild positive (0.15) - -
2026-03-22 08:24 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 08:17 eval_success PSQ evaluated: g-PSQ=0.115 (3 dims) - -
2026-03-22 08:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 07:49 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 07:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 07:15 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 06:38 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 05:56 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 05:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 05:19 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 04:44 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 04:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 04:06 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 03:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 03:33 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 03:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 02:55 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 02:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 01:47 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 01:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 00:43 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-22 00:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral)
2026-03-22 00:22 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
reasoning
Investigative journalism on gang violence
2026-03-21 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 23:06 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 21:49 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 21:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 21:15 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 20:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 20:02 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 19:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 19:21 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 18:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 18:41 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 18:04 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 17:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 17:28 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 16:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 16:46 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 16:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 16:06 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 15:29 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 14:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 14:51 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 14:12 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 13:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 13:26 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 12:51 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) +0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 12:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 12:11 eval Evaluated by llama-4-scout-wai: +0.09 (Neutral) -0.06
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 11:35 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 10:53 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 10:53 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive) 0.00
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns
2026-03-21 10:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-21 10:12 eval Evaluated by llama-4-scout-wai: +0.15 (Mild positive)
reasoning
Investigative journalism on Karachi gangs, implicit rights concerns