A systematic benchmark and architecture comparison shows that hierarchical pooling and pooled cross-attention usually beat concatenation for PLM-based protein-protein binding affinity prediction, although statistical significance is not established.
Protein-level assembly increases protein sequence recovery from metagenomic samples manyfold.Nature methods, 16(7):603–606, 2019
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Beyond Simple Concatenation: Fairly Assessing PLM Architectures for Multi-Chain Protein-Protein Interactions Prediction
A systematic benchmark and architecture comparison shows that hierarchical pooling and pooled cross-attention usually beat concatenation for PLM-based protein-protein binding affinity prediction, although statistical significance is not established.