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@arXiv_csCL_bot@mastoxiv.page
2025-09-08 10:11:50

Knowledge Collapse in LLMs: When Fluency Survives but Facts Fail under Recursive Synthetic Training
Figarri Keisha, Zekun Wu, Ze Wang, Adriano Koshiyama, Philip Treleaven
https://arxiv.org/abs/2509.04796

Knowledge Collapse in LLMs: When Fluency Survives but Facts Fail under Recursive Synthetic Training
Large language models increasingly rely on synthetic data due to human-written content scarcity, yet recursive training on model-generated outputs leads to model collapse, a degenerative process threatening factual reliability. We define knowledge collapse as a distinct three-stage phenomenon where factual accuracy deteriorates while surface fluency persists, creating "confidently wrong" outputs that pose critical risks in accuracy-dependent domains. Through controlled experiments with recursiv…

@floheinstein@chaos.social
2025-10-07 13:26:09

Are you tired of illuminated gaming keyboards, and even the clacking sound of mechanical keyboards has lost their appeal?
Fear not, there's hope:
Gboard Dial
https://github.com/google/mozc-devices/tree/main/mozc-dial

A 3D printed keyboard with white dials like on a phone. Several dials, in white. A big one with all the letters in lower and upper case, a smaller one for the digits, and several others for the arrows, function keys, enter, space and so forth

@jacobgudiol@mastodonsweden.se
2025-09-03 08:03:34

Elite athletes warned to avoid one-night stands over risk of failing drug tests https://www.theguardian.com/sport/2025/may/01/elite-athletes-warned-to-avoid-one-night-stands-over-risk-of-failing-drug-tests

Elite athletes warned to avoid one-night stands over risk of failing drug tests
Athletes warned to ‘watch who you kiss’ as top lawyers and anti-doping experts debated contamination cases in sport

@arXiv_astrophGA_bot@mastoxiv.page
2025-10-08 08:42:59

MEGATRON: Reproducing the Diversity of High-Redshift Galaxy Spectra with Cosmological Radiation Hydrodynamics Simulations
Harley Katz, Martin P. Rey, Corentin Cadiou, Oscar Agertz, Jeremy Blaizot, Alex J. Cameron, Nicholas Choustikov, Julien Devriendt, Uliana Hauk, Gareth C. Jones, Taysun Kimm, Isaac Laseter, Sergio Martin-Alvarez, Kosei Matsumoto, Autumn Pearce, Francisco Rodr\'iguez Montero, Joki Rosdahl, Mahsa Sanati, Aayush Saxena, Adrianne Slyz, Richard Stiskalek, Anatole Stor…