Reinforcement learning (RL) has been widely applied to game-playing and surpassed the best human-level performance in many domains, yet there are few use-cases in industrial or commercial settings.
In contrast to existing tasks on general domain, the finance domain includes complex numerical reasoning and understanding of heterogeneous representations.
Ranked #4 on Question Answering on FinQA
Stock market forecasting is very important in the planning of business activities.
Aspect Based Sentiment Analysis is a dominant research area with potential applications in social media analytics, business, finance, and health.
Aspect-Based Sentiment Analysis Aspect Category Sentiment Analysis +2
User demographics provide rich information that could help study the subject further.
Extraction of sentiment signals from news text, stock message boards, and business reports, for stock movement prediction, has been a rising field of interest in finance.
Documents are a core part of many businesses in many fields such as law, finance, and technology among others.
Decentralized Finance (DeFi) services are moving traditional financial operations to the Internet of Value (IOV) by exploiting smart contracts, distributed ledgers, and clever heterogeneous transactions among different protocols.