athenara:~$ registry bench benchmarks/pixiu-flare

PIXIU / FLARE

An open-source financial LLM resource bundling the FinMA instruction-tuned models, a 136K-sample instruction dataset, and the FLARE evaluation benchmark.

#benchmark #financial-llm #instruction-tuning #evaluation #flare

added 2026-08-15 · MIT · external

$ git clone https://github.com/The-FinAI/PIXIU
collected 7 task environments
pixiu-flare::sentiment-analysis
pixiu-flare::classification
pixiu-flare::knowledge-extraction
pixiu-flare::numerical-reasoning
pixiu-flare::summarization
pixiu-flare::credit-scoring
pixiu-flare::forecasting

PIXIU released the first open financial LLM suite in three parts: FinMA, LLaMA-based models fine-tuned on financial instructions; FIT, an instruction dataset of 136K samples covering multiple financial tasks and document types; and FLARE, the evaluation benchmark that originally spanned five financial NLP tasks plus a prediction task over nine datasets (arXiv:2306.05443).

FLARE has since grown into the FinBen evaluation suite (42 datasets spanning 24 tasks, see the FinBen entry) with a public leaderboard; English, Spanish, and Chinese are covered. Models and evaluation datasets are published on Hugging Face under The FinAI organization.

trading [●●···] basic   ai [●●●●·] advanced   programming [●●●··] moderate   setup [●●●··] moderate

authors Qianqian Xie, Weiguang Han, Xiao Zhang, Yanzhao Lai, Min Peng, Alejandro Lopez-Lira, Jimin Huang
origin external
license MIT
markets equities

athenara:~$