0.00 A Visual Guide to Attention Variants in Modern LLMs (magazine.sebastianraschka.com)
17 points by Anon84 10 days ago | 1 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Technology Neutral
Technical guide to attention variants in modern LLMs
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 43 HN snapshots · 49 evals
+1 0 −1 HN
Audit Trail 69 entries
2026-03-23 11:55 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-23 11:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 11:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 11:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 11:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 11:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 10:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 10:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 10:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 10:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 09:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 09:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 09:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 09:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 09:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 09:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 08:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 08:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 08:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 08:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 08:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 08:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 07:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 07:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 07:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 07:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 06:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 05:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 05:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 04:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 04:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 03:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 03:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 02:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 01:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-23 00:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-23 00:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-22 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 23:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 21:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 20:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 19:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 18:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 18:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 17:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 16:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI and LLMs, no explicit human rights discussion
2026-03-22 16:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-22 16:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on AI and LLMs, no explicit human rights discussion