Tracking Progress in FinNLP

News

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• Coupling Macro-Sector-Micro Financial Indicators for Learning Stock Representations with Less Uncertainty
• Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks
• Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach
• DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding
• Deep Portfolio Optimization via Distributional Prediction of Residual Factors
• Commission Fee Is Not Enough: A Hierarchical Reinforced Framework for Portfolio Management

Table of contents

• Financial Index Forecasting
• Financial Event Prediction
• Financial Risk Analysis
• Financial Text Mining
• Fraud Detection
• Blockchain

Open-source Datasets

• Multi-modal Earnings Conference Call Datasets
• Pre-trained Word Embedding on Financial Communication Text
• Reuters TRC2 dataset
• Financial Phrase Bank

Research Topics

Financial Index Forecasting (Financial News/Social Media/Professional Documents/Earning Conference Call/10K-10Q Report)

Tasks:

1. Classification (Binary/Triple Classification)
2. Regression (MSE): Volatility Prediction; Return Prediction

Financial Documents Analysis (Professional Documents)

Tasks: Correlation (ACL-19: Financial Analysts Rating-Earning Conference Call)

Investor Sentiment Analysis (Social Media/Financial News)

Tasks: Sentiment Analysis (Binary Classification / Five-class Classification)

Financial Event Prediction (Bankrupt/IPO/M&A)

Tasks: Classification (Event Prediction) Sentiment Analysis (Market Sentiment Prediction)