All Competitors

Contrastive multimodal model for perturbation screens, aligning transcriptomic signatures with text and cell-painting image embeddings.

Dual-encoder contrastive model that retrieves enzymes for query reactions by matching reaction fingerprints to protein sequence embeddings.

Tri-modal protein language model aligning sequence, structure, and text in one embedding space for natural-language search over billions of proteins.