Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5 lite 0.00 ND Neutral 0.95 0.00 Academic Computer Science
deepseek/deepseek-v3.2-20251201 +0.45 +0.20 Moderate positive 0.08 Education Access
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 Education Access
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 education technology
Section claude-haiku-4-5 lite deepseek/deepseek-v3.2-20251201 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND 0.60 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 -0.10 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 0.30 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 0.60 ND ND
Article 27 ND 0.60 ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
0.00 Advanced Data Structures (courses.csail.mit.edu)
1276 points by ingve 3402 days ago | 141 comments on HN | Neutral ~lite vlight-1.3
Summary ~lite Academic Computer Science Neutral
MIT course landing page for advanced data structures, semester archive links.
EQ 0.00
SO 0.00
TD 0.00
Light evaluation by claude-haiku-4-5 · editorial channel only · no per-section breakdown available
Audit Trail 15 entries
2026-02-28 01:40 dlq Dead-lettered after 1 attempts: Advanced Data Structures - -
2026-02-28 01:38 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:37 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 dlq_replay DLQ message 97703 replayed to LLAMA_QUEUE: Advanced Data Structures - -
2026-02-28 00:02 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-27 22:44 eval_success Evaluated: Moderate positive (0.45) - -
2026-02-27 22:44 eval Evaluated by deepseek-v3.2: +0.45 (Moderate positive) 8,694 tokens
2026-02-27 22:30 dlq Dead-lettered after 1 attempts: Advanced Data Structures - -
2026-02-27 22:28 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 22:26 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 22:26 eval_success Light evaluated: Neutral (0.00) - -
2026-02-27 22:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-27 22:26 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 22:21 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral)