🧪 Test?View on arXiv
Wiola 13M, a Gated Spiral Attention Architecture for Parameter Efficient Small Language Models
Author1, Author2, Author3, Author4, Author5
parameter efficiencysmall language modelsattention mechanismson-device inference
2608.14604
Builder Relevance
1h ago80%
Abstract
Wiola is a novel small language model architecture designed for efficiency in on-device inference and experimentation.
Reality Card
Core Claim
Wiola achieves improved long-range discrimination and gradient flow in small language models without increasing parameter count.
Method / Result
The Gated Spiral Attention provides an implicit and differentiable form of soft head selection at negligible cost.
Limitations
The reproducibility of the training and evaluation protocol may depend on the availability of the standard tiny story corpus.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.
No verified implementation link has been attached yet. AIBuzzHub will keep this panel separate from unverified search results.