Assessing the efficacy of ChatGPT in addressing Chinese financial conundrums: An in-depth comparative analysis of human and AI-generated responses

金融服务 计算机科学 人工智能 自动汇总 机器学习 困惑 盈利能力指数 可解释性 数据科学 财务 知识管理 语言模型 业务
作者
Chen Ren,Sang-Joon Lee,Chenxi Hu
标识
DOI:10.1016/j.chbah.2023.100007
摘要

ChatGPT, the latest iteration of OpenAI's natural language generation model, has found applications in a wide range of tasks such as question answering, text summarization, machine translation, classification, code generation, and dialogue A.I. Its potential in the financial industry has garnered significant attention. This paper aims to bridge the gap between chatGPT and human services in the financial domain, while also exploring the opportunities and challenges it presents in this industry. To comprehensively evaluate the processing capabilities of chatGPT in the financial field, we collected a dataset of n = 7165 financial questions and analyzed the perplexity value, emotion value, accuracy, professionalism, and real-time performance of both human-generated and chatGPT-generated content using machine learning algorithms and evaluation tests. The experimental results indicate that chatGPT exhibits higher levels of professionalism and accuracy compared to manual services, leading to improved efficiency, cost reduction, and enhanced customer satisfaction, thereby boosting the competitiveness and profitability of financial institutions. However, challenges such as a lack of emotional value in its responses, potential bias from one-sided training data, information errors, and the risk of job displacement need to be addressed. These findings provide theoretical and data-driven support for the future implementation of chatGPT in financial innovation and development.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
111完成签到,获得积分10
刚刚
WAYWT发布了新的文献求助10
1秒前
搜集达人应助花强龙采纳,获得10
1秒前
小米应助感动的乐萱采纳,获得10
1秒前
1秒前
陌回完成签到,获得积分10
1秒前
2秒前
专注千雁发布了新的文献求助10
2秒前
周运来完成签到,获得积分10
2秒前
Owen应助zhang采纳,获得10
2秒前
无名花生发布了新的文献求助10
3秒前
4秒前
顺利雅蕊完成签到 ,获得积分10
4秒前
4秒前
超帅若蕊关注了科研通微信公众号
5秒前
FRR发布了新的文献求助10
5秒前
LX应助拼搏的韭菜采纳,获得10
5秒前
阳子发布了新的文献求助10
5秒前
業業发布了新的文献求助30
5秒前
111发布了新的文献求助10
6秒前
Neonoes完成签到,获得积分0
6秒前
7秒前
8秒前
8秒前
葱姜蒜辣椒香菜我全要完成签到,获得积分10
8秒前
8秒前
上官若男应助王金金采纳,获得10
9秒前
will完成签到,获得积分10
9秒前
阔达初南完成签到 ,获得积分10
9秒前
小溪完成签到,获得积分20
9秒前
机灵柚子应助huan采纳,获得20
10秒前
10秒前
所所应助科研通管家采纳,获得10
10秒前
Owen应助科研通管家采纳,获得10
10秒前
田様应助科研通管家采纳,获得10
10秒前
烟花应助科研通管家采纳,获得10
10秒前
完美世界应助科研通管家采纳,获得10
10秒前
JamesPei应助科研通管家采纳,获得10
10秒前
Ankle完成签到 ,获得积分10
10秒前
11秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Real Analysis: Theory of Measure and Integration (3rd Edition) Epub版 1200
AnnualResearch andConsultation Report of Panorama survey and Investment strategy onChinaIndustry 1000
卤化钙钛矿人工突触的研究 1000
Engineering for calcareous sediments : proceedings of the International Conference on Calcareous Sediments, Perth 15-18 March 1988 / edited by R.J. Jewell, D.C. Andrews 1000
Continuing Syntax 1000
Signals, Systems, and Signal Processing 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6260189
求助须知:如何正确求助?哪些是违规求助? 8082235
关于积分的说明 16887347
捐赠科研通 5331812
什么是DOI,文献DOI怎么找? 2838230
邀请新用户注册赠送积分活动 1815587
关于科研通互助平台的介绍 1669459