Invertible Query-Key Coupling Composes with Attention Mechanisms
cs.LG, cs.CL
Submitted: 2026-04-02
Updated: 2026-09-24
Project page: http://skylion007.github.io/OpenWebTextCorpus
Terminology
Sources
- GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
- Attention is Not All You Need: Pure Attention Loses Rank Doubly Exponentially with Depth
- A mathematical perspective on Transformers
- DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
- Pointer Sentinel Mixture Models
- Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
- Talking-Heads Attention
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