Papers by Samuel Pinilla
Token-Wise Kernels (TWiKers) for Vicinity-Aware Attention in Transformers (2026.findings-eacl)
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| Challenge: | Token-Wise Kernels (TWiKers) are a novel enhancement to transformers that learn token-specific convolutional kernels applied to the keys or values. |
| Approach: | They propose a transformer enhancement that learns token-specific convolutional kernels applied to the keys or values. |
| Outcome: | The proposed transformers learn token-specific convolutional kernels applied to the keys or values . the results show that content words retain self-focus while function words shift attention toward their neighbors . |