Pinned post Nathan Roll Verified account @nrol_ling · Sep 10, Sep 10, 2026, 6:00 PM humans are NOT big fruit flies. Here's how they process emotion differently. @OrukLabs Open video 0:12
Nathan Roll Verified account @nrol_ling · 8h, Nov 11, 2026, 5:22 PM we figured out RL for speech recognitionAt @OrukLabs we stopped giving wrong words positive credit.Our full recipe cut mean WER from 4.936% to 4.757% across nine public English test sets.Open weights below. Open video 0:08
Nathan Roll Verified account @nrol_ling · 4d, Nov 8, 2026, 12:31 AM This is why I work on voice models
Nathan Roll Verified account @nrol_ling · 5d, Nov 6, 2026, 5:41 PM Your eyes can change the syllable you hear.Watch her mouth. Then listen while it's hidden. Then watch again.The sound is identical each time.The McGurk effect. Original research footage with new framing from @OrukLabs. Open video 0:12
Nathan Roll Verified account @nrol_ling · 6d, Nov 5, 2026, 5:34 PM @elevenlabs let us know if you need help training speech models.OrukQwen (mean WER=5.93%) beats Scribe v2 (mean WER=6.28%) on AMI-Cleaned, GigaSpeech-Cleaned and SPGISpeech.We ran RL post-training on one A100 40GB at a time.Open weights. @OrukLabs Open video 0:15