PIXIU

FinBen covers over 30 diverse tasks including sentiment analysis, QA, and stock prediction, with detailed performance metrics as shown in the tasks table and leaderboard.

Supports English, Chinese, and Spanish financial texts, and incorporates text, tables, and time-series data like stock prices for realistic scenarios, per the key features.

Provides all resources openly, including FinMA models, FIT datasets, and FinBen benchmarks, encouraging reproducible research and avoiding vendor lock-in.

Developed by multiple universities with papers published in venues like NeurIPS, ensuring credibility and ongoing updates, as noted in the citations and institution logos.