+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 - -