1 Introduction  
2 Evolution Trends: from General to Finance  
3 Techniques: from FinPLMs to FinLLMs  
4 Evaluation: Benchmark Tasks and Datasets  
5 Advanced Financial NLP Tasks and Datasets  
6 Opportunities and Challenges  
7 Conclusion