Overview
Category |
Description |
Datasets |
|---|---|---|
Information Extraction (IE) |
Extracts structured insights from unstructured financial documents. |
NER, FINER-ORD, FinRED, SC, CD, FNXL, FSRL |
Textual Analysis (TA) |
Analyzes sentiment and interprets financial news and reports. |
FPB, FiQA-SA, TSA, Headlines, FOMC, FinArg-ACC, FinArg-ARC, MultiFin, MA, MLESG |
Question Answering (QA) |
Interprets complex financial queries with numerical reasoning. |
FinQA, TATQA, ConvFinQA |
Text Generation (TG) |
Summarizes complex financial reports and documents. |
EDTSUM, ECTSUM |
Risk Management (RM) |
Predicts and assesses financial risks for credit evaluation. |
German, Australian, LendingClub, ccf, ccfraud, polish, taiwan, portoseguro, travelinsurance |
Forecasting (FO) |
Predicts market movements based on historical data and news. |
BigData22, ACL18, CIKM18 |
Decision-Making (DM) |
Makes informed financial decisions using multimodal inputs. |
FinTrade |