+0.10 Book: The Emerging Science of Machine Learning Benchmarks (mlbenchmarks.org)
138 points by jxmorris12 6 days ago | 11 comments on HN | Moderate negative ~lite vlite-1.6
Summary ~lite Machine Learning Ethics Acknowledges
Preface of a book on machine learning benchmarks, discussing their implications and limitations.
EQ 0.50
SO 0.60
TD 0.40
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 545 HN snapshots · 57 evals
+1 0 −1 HN
Audit Trail 77 entries
2026-03-19 19:02 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 19:02 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 18:46 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 18:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:11 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 18:11 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 17:24 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 17:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 17:06 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 17:06 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 16:09 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 16:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 15:53 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 15:53 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 14:53 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 14:53 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 14:31 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 14:31 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 13:30 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 13:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 13:11 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 13:11 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 12:43 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 12:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:30 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 12:30 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 12:05 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 12:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:51 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 11:51 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 11:26 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 11:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 11:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 11:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 10:47 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 10:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 10:36 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-19 10:36 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 09:58 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 09:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 08:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 08:45 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 08:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 08:06 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 07:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 07:25 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 07:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 06:48 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 06:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 06:14 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 05:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 05:38 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 04:53 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 04:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.34
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 03:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 03:34 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 02:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 02:16 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 00:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 00:56 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-19 00:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-19 00:02 eval Evaluated by llama-3.3-70b-wai: -0.34 (Moderate negative)
reasoning
Technical content with implicit rights discussion
2026-03-18 23:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 23:53 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) +0.06
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-18 23:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 23:18 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-18 22:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 22:43 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.40
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-18 21:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 21:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.40
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-18 20:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 20:21 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.06
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.
2026-03-18 19:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-18 19:47 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative)
reasoning
Technical book on machine learning benchmarks, discusses ethical objections and implications.