Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5-20251001 ND ND
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.38 ND Moderate positive 0.80 0.00 Academic Freedom
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.30 ND Moderate positive 0.80 0.00 academic freedom
meta-llama/llama-3.3-70b-instruct:free ND ND
Section claude-haiku-4-5-20251001 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite meta-llama/llama-3.3-70b-instruct:free
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
+0.38 Universities spend millions on accessing results of publicly funded research (theconversation.com)
624 points by versteegen 3001 days ago | 171 comments on HN | Moderate positive ~lite vlite-1.4
Summary ~lite Academic Freedom Acknowledges
Article discusses university spending on accessing publicly funded research results
EQ 0.60
SO 0.70
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 23 entries
2026-02-28 12:51 eval_success Lite evaluated: Moderate positive (0.38) - -
2026-02-28 12:51 eval Evaluated by llama-4-scout-wai: +0.38 (Moderate positive) 0.00
reasoning
Editorial discusses access to publicly funded research
2026-02-28 12:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:46 eval_success Lite evaluated: Moderate positive (0.38) - -
2026-02-28 12:46 eval Evaluated by llama-4-scout-wai: +0.38 (Moderate positive)
reasoning
Editorial discusses access to publicly funded research
2026-02-28 12:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:43 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-02-28 12:43 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:43 eval Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive)
reasoning
exposing research access issues
2026-02-26 21:54 dlq Dead-lettered after 1 attempts: Universities spend millions on accessing results of publicly funded research - -
2026-02-26 20:01 dlq Dead-lettered after 1 attempts: Universities spend millions on accessing results of publicly funded research - -
2026-02-26 20:00 dlq Dead-lettered after 1 attempts: Universities spend millions on accessing results of publicly funded research - -
2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 19:59 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:58 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:57 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:57 rater_validation_fail Validation failed for model llama-4-scout-wai - -
2026-02-26 19:11 dlq Dead-lettered after 1 attempts: Universities spend millions on accessing results of publicly funded research - -
2026-02-26 19:10 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:09 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:08 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 09:31 dlq Dead-lettered after 1 attempts: Universities spend millions on accessing results of publicly funded research - -