Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.92 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 —
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 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
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND TeXmacs 1.99.14 released. Take a look at this research paper exported to HTML (www.texmacs.org)
141 points by amichail 1956 days ago | 71 comments on HN ~lite vlite-2.0
Summary ~lite
Technical research paper on polynomial multiplication over finite fields with no visible threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 17 entries
2026-03-05 17:38 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 17:38 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-05 17:31 eval_success PSQ evaluated: g-PSQ=0.481 (3 dims) - -
2026-03-05 17:31 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-02-28 11:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Math paper no rights stance
2026-02-28 11:59 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical paper on polynomial multiplication, no human rights discussion
2026-02-26 06:01 dlq Dead-lettered after 1 attempts: TeXmacs 1.99.14 released. Take a look at this research paper exported to HTML - -
2026-02-26 05:39 dlq Dead-lettered after 1 attempts: TeXmacs 1.99.14 released. Take a look at this research paper exported to HTML - -
2026-02-26 05:36 credit_exhausted Credit balance too low, retrying in 289s - -
2026-02-26 05:31 credit_exhausted Credit balance too low, retrying in 261s - -
2026-02-26 05:28 dlq Dead-lettered after 1 attempts: TeXmacs 1.99.14 released. Take a look at this research paper exported to HTML - -
2026-02-26 05:25 credit_exhausted Credit balance too low, retrying in 324s - -
2026-02-26 05:14 credit_exhausted Credit balance too low, retrying in 334s - -