FinGPT

功能介绍

关于 FinGPT

@article{yang2023fingpt_open, title = {FinGPT: Open-Source Financial Large Language Models}, author = {Yang, Hongyang and Liu, Xiao-Yang and Wang, Christina Dan}, journal = {arXiv preprint arXiv:2306.06031}, year = {2023}, url = {https://arxiv.org/abs/2306.06031}, note = {First official FinGPT paper; FinLLM Workshop at IJCAI 2023} } @article{zhang2023instructfingpt, title={Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models}, author={Boyu Zhang and Hongyang Yang and Xiao-Yang Liu}, journal={FinLLM Symposium at IJCAI 2023}, year={2023} } @article{zhang2023fingptrag, title={Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models}, author={Zhang, Boyu and Yang, Hongyang and Zhou, tianyu and Babar, Ali and Liu, Xiao-Yang}, journal = {ACM International Conference on AI in Finance (ICAIF)}, year={2023} } @article{liang2024fingpt, title={FinGPT: enhancing sentiment-based stock movement prediction with dissemination-aware and context-enriched LLMs}, author={Liang, Yixuan and Liu, Yuncong and Wang, Neng and Yang, Hongyang and Zhang, Boyu and Wang, Christina Dan}, journal={AAAI 2025 Workshop GoodData}, year={2025} } @article{wang2023fingptbenchmark, title={FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets}, author={Wang, Neng and Yang, Hongyang and Wang, Christina Dan}, journal={NeurIPS Workshop on Instruction Tuning and Instruction Following}, year={2023} } @article{2023finnlp, title={Data-centric FinGPT: Democratizing Internet-scale Data for Financial Large Language Models}, author={Liu, Xiao-Yang and Wang, Guoxuan and Yang, Hongyang and Zha, Daochen}, journal={NeurIPS Workshop on Instruction Tuning and Instruction Following}, year={2023} }

demo_tasks=['Financial Sentiment Analysis','Financial Relation Extraction','Financial Headline Classification','Financial Named Entity Recognition',]demo_inputs=["Glaxo's ViiV Healthcare Signs China Manufacturing Deal With Desano","Apple Inc. Chief Executive Steve Jobs sought to soothe investor concerns about his health on Monday, saying his weight loss was caused by a hormone imbalance that is relatively simple to treat.",'gold trades in red in early trade; eyes near-term range at rs 28,300-28,600','This LOAN AND SECURITY AGREEMENT dated January 27 , 1999 , between SILICON VALLEY BANK (" Bank "), a California - chartered bank with its principal place of business at 3003 Tasman Drive , Santa Clara , California 95054 with a loan production office located at 40 William St ., Ste .',]demo_instructions=['What is the sentiment of this news? Please choose an answer from {negative/neutral/positive}.','Given phrases that describe the relationship between two words/phrases as options, extract the word/phrase pair and the corresponding lexical relationship between them from the input text. The output format should be "relation1: word1, word2; relation2: word3, word4". Options: product/material produced, manufacturer, distributed by, industry, position held, original broadcaster, owned by, founded by, distribution format, headquarters location, stock exchange, currency, parent organization, chief executive officer, director/manager, owner of, operator, member of, employer, chairperson, platform, subsidiary, legal form, publisher, developer, brand, business division, location of formation, creator.','Does the news headline talk about price going up? Please choose an answer from {Yes/No}.','Please extract entities and their types from the input sentence, entity types should be chosen from {person/organization/location}.',]

Folders and filesNameNameLast commit messageLast commit dateLatest commitHistory687 Commits687 Commits.github.github.idea.ideafigsfigsfingptfingptfinogridfinogridteststests.gitignore.gitignore.gitpod.yml.gitpod.ymlCODE_OF_CONDUCT.mdCODE_OF_CONDUCT.mdCONTRIBUTING.mdCONTRIBUTING.mdFinGPT_ Training with LoRA and Meta-Llama-3-8B.ipynbFinGPT_ Training with LoRA and Meta-Llama-3-8B.ipynbFinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynbFinGPT_Inference_Llama2_13B_falcon_7B_for_Beginners.ipynbFinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynbFinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynbFinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners_v2-2.ipynbFinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners_v2-2.ipynbLICENSELICENSEMANIFEST.inMANIFEST.inREADME.mdREADME.mdUse_Cases.mdUse_Cases.mdrequirements.txtrequirements.txtsetup.pysetup.pyView all files

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