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Start with mean pooling and 128‑dimensional WALS, then iteratively add attention or fine‑tuning. You’ll likely beat most deep learning baselines with less tuning.

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A woman passed me, walking with great purpose. She held a basket covered with a blue cloth. I wondered what was inside. Apples? Buttons? A small, anxious bird? The mystery of her basket delighted me. I wanted to ask her, to say, "Excuse me, Madame, but your basket seems to contain a world." But I did not. I simply watched her heels click against the stones, a rhythmic sound, like a clock that was running slightly fast. Start with mean pooling and 128‑dimensional WALS, then

: Fine-tuning RoBERTa-based token classifiers (sometimes referred to as TOP-CLASS ) to handle specialized linguistic tasks. Some of its notable features include: A woman

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