Denseformer By Epfl Researchers: Enhancing Transformer Efficiency With Depth-weighted Averages For Superior Language Modeling Performance And Speed

The DenseFormer model, inspired by DenseNets, improves natural language processing by enhancing information flow patterns and data efficiency. It outperforms deeper transformers in various settings and offers better speed-performance trade-offs without requiring more data.