Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5 lite +0.65 ND Strong positive 0.87 0.00 Scientific Knowledge Access
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Research Data
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Academic Data
Section claude-haiku-4-5 lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
+0.65 Academic Torrents – Making 27TB of research data available (academictorrents.com)
1082 points by jacquesm 2756 days ago | 140 comments on HN | Strong positive ~lite vlight-1.3
Summary ~lite Scientific Knowledge Access Champions
Open-access platform enabling global research data distribution
EQ 0.85
SO 0.90
TD 0.70
Light evaluation by claude-haiku-4-5 · editorial channel only · no per-section breakdown available
Audit Trail 43 entries
2026-02-28 07:34 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 07:34 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:34 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 07:12 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 07:12 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 07:12 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 07:06 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 07:06 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 07:06 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:10 model_divergence Cross-model spread 0.65 exceeds threshold (3 models) - -
2026-02-28 06:10 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 06:10 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:49 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 05:49 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:40 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:40 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 05:02 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 05:02 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 04:49 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 04:39 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:39 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-28 01:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 01:20 eval Evaluated by claude-haiku-4-5: +0.65 (Strong positive)