Microsoft Research Asia

A language model that generates small-molecule structures directly from transcriptomic phenotypes — gene up/down-regulation signatures — for phenotype-driven drug discovery.

An enhanced T5-based encoder-decoder that unifies molecule, protein, and text understanding via IUPAC integration and multi-task instruction tuning.

A GPT-2-based generative transformer pretrained on 15M PubMed abstracts for biomedical text generation and mining, including relation extraction and question answering.