Science Pilots
Advancing Scientific Discovery with Large Language Models and Knowledge Graphs
Scalable Homology Detection with ERAST
We propose ERAST, an LLM-empowered homology search tool with vector databases for ultra-fast, high-precision biological sequence retrieval at billion-scale.
Bridging Data and Discovery: A Survey on Knowledge Graphs in AI for Science
This survey summarizes SciKG construction, cross-domain applications and LLM collaboration, and prospects advanced SciKG ecosystems for scientific discovery.
Advancing biomolecular understanding and design following human instructions
We present InstructBioMol, a large language model designed to bridge natural language and biomolecules through any-to-any alignments.
SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration
We present SciToolAgent, an LLM-powered agent that automates hundreds of scientific tools across biology, chemistry, and materials science.
Knowledge Graph-enhanced Molecular Contrastive Learning with Functional Prompt
We propose a method for knowledge graph-enhanced molecular contrastive learning with functional prompt (KANO).
Biology
Chemistry
Physics
Materials
Medicine