A review of large language models and autonomous agents in chemistry
Large language models (LLMs) have emerged as powerful tools in chemistry, significantly
impacting molecule design, property prediction, and synthesis optimization. This review …
impacting molecule design, property prediction, and synthesis optimization. This review …
Are large language models superhuman chemists?
Large language models (LLMs) have gained widespread interest due to their ability to
process human language and perform tasks on which they have not been explicitly trained …
process human language and perform tasks on which they have not been explicitly trained …
MatText: Do language models need more than text & scale for materials modeling?
Effectively representing materials as text has the potential to leverage the vast
advancements of large language models (LLMs) for discovering new materials. While LLMs …
advancements of large language models (LLMs) for discovering new materials. While LLMs …
AI-driven inverse design of materials: Past, present and future
XQ Han, XD Wang, MY Xu, Z Feng, BW Yao… - Chinese Physics …, 2024 - iopscience.iop.org
The discovery of advanced materials is the cornerstone of human technological
development and progress. The structures of materials and their corresponding properties …
development and progress. The structures of materials and their corresponding properties …
Honeycomb: A flexible llm-based agent system for materials science
The emergence of specialized large language models (LLMs) has shown promise in
addressing complex tasks for materials science. Many LLMs, however, often struggle with …
addressing complex tasks for materials science. Many LLMs, however, often struggle with …
Mmsci: A multimodal multi-discipline dataset for phd-level scientific comprehension
The rapid advancement of Large Language Models (LLMs) and Large Multimodal Models
(LMMs) has heightened the demand for AI-based scientific assistants capable of …
(LMMs) has heightened the demand for AI-based scientific assistants capable of …
Improving llm reasoning through scaling inference computation with collaborative verification
Despite significant advancements in the general capability of large language models
(LLMs), they continue to struggle with consistent and accurate reasoning, especially in …
(LLMs), they continue to struggle with consistent and accurate reasoning, especially in …
Two heads are better than one: A multi-agent system has the potential to improve scientific idea generation
The rapid advancement of scientific progress requires innovative tools that can accelerate
discovery. While recent AI methods, particularly large language models (LLMs), have shown …
discovery. While recent AI methods, particularly large language models (LLMs), have shown …
CiteME: Can Language Models Accurately Cite Scientific Claims?
Thousands of new scientific papers are published each month. Such information overload
complicates researcher efforts to stay current with the state-of-the-art as well as to verify and …
complicates researcher efforts to stay current with the state-of-the-art as well as to verify and …
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective
The rapid development of large language models (LLMs) has been witnessed in recent
years. Based on the powerful LLMs, multi-modal LLMs (MLLMs) extend the modality from …
years. Based on the powerful LLMs, multi-modal LLMs (MLLMs) extend the modality from …