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finvis-gpt's Introduction

FinVis-GPT

This is the repo for paper: FinVis-GPT: A Multimodal Large Language Model for Financial Chart Analysis(https://arxiv.org/abs/2308.01430)

Dataset download link:https://huggingface.co/datasets/wza/FinVis

Introduction

FinVis-GPT, a multimodal LLM designed for financial chart analysis.

It can describe financial charts and giving predictions for future trend.

Dataset Collection

image

Pre-train: 200k

Instruction tuning: 100k

Experiment Result

image image image

finvis-gpt's People

Contributors

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Stargazers

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Watchers

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finvis-gpt's Issues

数据集中有问题数据

数据集中好像存在很多问题数据
比如,在InstructionTuneData
{
"id": "000000000002",
"image": "000000000002.jpg",
"conversations": [
{
"from": "human",
"value": "\n这是一张股票的k线图,请问根据这张图,你能给出这支股票的基本走势吗?"
},
{
"from": "gpt",
"value": "根据这支股票的k线图,从2022年11月11日到2022年11月4日,股票的收盘价呈现上升趋势,然后在2022年11月4日到2022年11月3日之间出现了小幅下跌。2022年11月3日到2022年10月25日之间,股票的收盘价维持在一个较低的水平。而在2022年10月25日到2022年10月21日之间,股票的收盘价出现了逐渐上升的趋势。总体来说,这支股票的基本走势是震荡向上的。"
}
]
}

  1. 图片是明显的下降趋势,但是微调的数据说基本走势是震荡向上的
  2. “2022年11月11日到2022年11月4日”“2022年11月3日到2022年10月25日”“2022年10月25日到2022年10月21日”这些日期的起始时间和结束时间都有问题,分析的趋势也不太对

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