Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.57 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.64 Mild negative 0.80 0.64 AI language bias
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.64 Mild negative 0.80 0.69 Technology and Society
Section @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/meta/llama-4-scout-17b-16e-instruct 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 Top AI models underperform in languages other than English (www.economist.com)
17 points by Brajeshwar 9 days ago | 4 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral news article
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 66 HN snapshots · 16 evals
+1 0 −1 HN
Audit Trail 33 entries
2026-03-20 00:42 eval_success PSQ evaluated: g-PSQ=-0.092 (3 dims) - -
2026-03-20 00:42 eval Evaluated by llama-3.3-70b-wai-psq: -0.09 (Neutral)
2026-03-20 00:40 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-20 00:40 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
reasoning
Technical article on AI models
2026-03-20 00:40 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-19 22:30 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 22:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 22:29 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 22:29 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 21:18 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 21:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 21:10 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 21:10 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 19:53 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 19:53 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 19:50 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 19:50 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 18:38 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 18:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:33 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 18:33 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 17:21 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 17:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 17:19 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 17:19 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 16:04 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 16:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 16:03 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 16:03 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative) 0.00
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.
2026-03-19 14:44 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 14:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-19 14:44 eval_success Lite evaluated: Mild negative (-0.20) - -
2026-03-19 14:44 eval Evaluated by llama-4-scout-wai: -0.20 (Mild negative)
reasoning
The article discusses AI models' performance in languages other than English, with no explicit human rights discussion.