1 Introduction

2 Molecular Descriptors and Encoding

3 Latent Space Alignment between Text and Molecule

4 Bridging LLMs and Molecular Tasks with Prompting Techniques

5 Dataset Construction

6 Applications

7 Conclusions and Future Outlooks