Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.90 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Technical Analysis
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.20 Neutral 1.00 -0.20 Statistics Software
@cf/qwen/qwen3-30b-a3b-fp8 lite ND ND — — — —
@cf/qwen/qwen3-30b-a3b-fp8 lite ND ND — — — —
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
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 @cf/qwen/qwen3-30b-a3b-fp8 lite @cf/qwen/qwen3-30b-a3b-fp8 lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND ND ND
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Article 5 ND ND ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND ND ND
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Article 30 ND ND ND ND ND ND ND ND ND
ND Comparing Python packages for A/B test analysis (e10v.me)
9 points by e10v_me 4 days ago | 1 comments on HN ~lite vlite-2.0
Summary ~lite
The article provides a neutral comparison of Python packages for A/B test analysis.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 124 HN snapshots · 20 evals
+1 0 −1 HN
Audit Trail 40 entries
2026-03-06 09:10 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 09:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 08:44 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 08:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 08:38 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 08:38 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 08:14 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 08:14 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 08:03 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 08:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 07:42 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 07:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 07:37 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 07:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 07:31 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 07:31 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 07:04 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 07:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 07:00 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 07:00 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 06:32 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 06:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 06:27 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 06:27 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 06:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 05:55 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 05:54 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 05:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive) 0.00
2026-03-06 04:53 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 04:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-06 04:53 eval_success PSQ evaluated: g-PSQ=0.642 (3 dims) - -
2026-03-06 04:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.64 (Strong positive)
2026-03-05 20:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 20:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical comparison of Python packages
2026-03-05 20:36 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 20:30 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-05 20:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Technical article comparing Python packages for A/B test analysis, no human rights discussion
2026-03-05 20:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical comparison of Python packages