awesome-llm-for-finance

Survey

1. Large language models in finance: A survey
2. Revolutionizing finance with llms: An overview of applications and insights
3. AI in Stock Market Forecasting: A Bibliometric Analysis

Pre-train LLM

1. Adapting large language models via reading comprehension
2. BloombergGPT: A Large Language Model for Finance
3. FinBERT: A large language model for extracting information from financial text
4. Fingpt: Open-source financial large language models
5. InvestLM: A Large Language Model for Investment using Financial Domain Instruction Tuning
6. Pixiu: A large language model, instruction data and evaluation benchmark for finance
7. FinGPT: Democratizing Internet-scale Data for Financial Large Language Models
8. Xuanyuan 2.0: A large chinese financial chat model with hundreds of billions parameters
9. Constructing and analyzing domain-specific language model for financial text mining
10. Bbt-fin: Comprehensive construction of chinese financial domain pre-trained language model, corpus and benchmark
11. DISC-FinLLM: A Chinese financial large language model based on multiple experts fine-tuning
12. FinVis-GPT: A multimodal large language model for financial chart analysis

Benchmark

1. KRX-Bench: Automating Financial Benchmark Creation via Large Language Models

Application

Sentiment Analysis

1. Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models
2. Sentiment analysis in the era of large language models: A reality check
3. Instruct-fingpt: Financial sentiment analysis by instruction tuning of general-purpose large language models
4. Large Language Model Adaptation for Financial Sentiment Analysis
5. Pre-trained Large Language Models for Financial Sentiment Analysis
6. Large language models and financial market sentiment
7. Unveiling the Potential of Sentiment: Can Large Language Models Predict Chinese Stock Price Movements?
8. An evaluation of reasoning capabilities of large language models in financial sentiment analysis
9. Enhancing Sentiment Analysis based Investment by Large Language Models in Japanese Stock Market
10. Leveraging Large Language Models and Prompt Settings for Context-Aware Financial Sentiment Analysis
11. Sentiment spin: Attacking financial sentiment with GPT-3
12. What do llms know about financial markets? a case study on reddit market sentiment analysis

Stock Prediction

1. Can chatgpt forecast stock price movements? return predictability and large language models
2. GPT-InvestAR: Enhancing Stock Investment Strategies through Annual Report Analysis with Large Language Models
3. Short‐term stock market price prediction based on social media and news sentiment
4. Leveraging vision-language models for granular market change prediction
5. FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model
6. MambaStock: Selective state space model for stock prediction
7. Trend-Heuristic Reinforcement Learning Framework for News-Oriented Stock Portfolio Management

System/Agent

1. Application of Conversational Intelligent Reporting System Based on Artificial Intelligence and Large Language Models
2. EconAgent: Large Language Model-Empowered Agents for Simulating Macroeconomic Activities
3. Data-Copilot Bridging Billions of Data and Humans with Autonomous Workflow

Others

1. Incorporation of company-related factual knowledge into pre-trained language models for stock-related spam tweet filtering