0.00 Benchmarking Language Modeling for Lossless Compression of Full-Fidelity Audio (arxiv.org)
2 points by ogurechny 6 days ago | 0 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite None Neutral
Technical paper on benchmarking language modeling for lossless audio compression
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 7 HN snapshots · 20 evals
+1 0 −1 HN
Audit Trail 40 entries
2026-03-14 18:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 17:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 17:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 17:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 17:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:24 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 16:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 16:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 16:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 14:09 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-14 12:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 12:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 12:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 12:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 12:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 12:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 12:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 12:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 11:56 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 11:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 11:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 11:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 11:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 11:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 11:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 11:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 11:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 11:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 10:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 10:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 10:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 09:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 09:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on audio compression, no human rights discussion
2026-03-14 08:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-14 08:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical paper on audio compression, no human rights discussion