Jelle Zuidema 🟥

Associate Professor of Natural Language Processing & Explainable AI, University of Amsterdam, ILLC

Articles & links

Jelle Zuidema 🟥 reposted
Marianne de Heer Kloots @mdhk.net

Let’s study learning trajectories in self-supervised speech models! 🔊 Do they reflect the hierarchical organization of spoken language? We have analyzed a lot of training checkpoints to find out 🌠 Preprint: arxiv.org/abs/2604.02043 ⬇️

Tracking the emergence of linguistic structure in self-supervised models learning from speech arxiv.org
AI Weekly's analysis
  • Researchers probed six Wav2Vec2 and HuBERT models trained on spoken Dutch across layers and intermediate training checkpoints.
  • Different levels of linguistic structure showed distinct layerwise patterns and learning trajectories inside the same speech models.
  • Higher-order prediction tasks using iteratively refined pseudo-labels induced greater parallelism across the models' internal layers.
Read full analysis →
View on Bluesky →

Recent commentary

Does anyone know of some plausible speculations on *technical innovations* driving the impressive performance of Mythos/Fable? The model card only talks about evaluations (interestingly, mostly in biology). The interpretability work on Mythos Preview suggests it's essentially all based on versions

View on Bluesky · ♥ 4 ↻ 0 ↩ 1 · 28d ago

In Jelle Zuidema 🟥's orbit

Center = Jelle Zuidema 🟥. Left = members they follow (green edges). Right = members who follow them (blue edges). Top = mutual follows (orange edges, slightly larger). Drag any node to reposition; click to open that profile.