A collection of research papers on Large Language Models for Finance, Healthcare, and Law.
Paper: https://arxiv.org/abs/2405.01769
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(Financial Phrase Bank) Good debt or bad debt: Detecting semantic orientations in economic texts
JASIST 2014[Paper] -
(FiQA Task 1) Aspect-based financial sentiment analysis
Open Challenge - WWW 2018[Homepage] -
(TweetFinSent) TweetFinSent: A Dataset of Stock Sentiments on Twitter
FinNLP 2022[Paper][Github] -
(FinSent) Is ChatGPT a Financial Expert? Evaluating Language Models on Financial Natural Language Processing
EMNLP 2023[Paper] -
(BloombergGPT sentiment tasks) BloombergGPT: A Large Language Model for Finance
Arxiv 2023[Paper]
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(FIN3) Domain Adaption of Named Entity Recognition to Support Credit Risk Assessment
Proceedings of the Australasian Language Technology Association Workshop 2015[Paper] -
(BloombergGPT NER tasks) BloombergGPT: A Large Language Model for Finance
Arxiv 2023[Paper]
- (REFinD) REFinD: Relation Extraction Financial Dataset
SIGIR 2023[Paper]
- (EDT) Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading
IJCNLP 2021[Paper]
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(FiQA Task 2) Opinion-based QA over financial data
Open Challenge - WWW 2018[Homepage] -
(FinQA) FinQA: A Dataset of Numerical Reasoning over Financial Data
EMNLP 2021[Paper][Github] -
(TAT-QA) TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance
ACL 2021[Paper][Github] -
(DocFinQA) DocFinQA: A Long-Context Financial Reasoning Dataset
Arxiv 2024[Paper] -
(ConvFinQA) ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering
EMNLP 2022[Paper][Github] -
(PACIFIC) PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance
EMNLP 2022[Paper][Github] -
(FinanceBench) FinanceBench: A New Benchmark for Financial Question Answering
Arxiv 2023[Paper][Github] -
(Tab-CQA) Tab-CQA: A Tabular Conversational Question Answering Dataset on Financial Reports
ACL 2023[Paper][Github]
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(ACL-14) Using Structured Events to Predict Stock Price Movement: An Empirical Investigation
EMNLP 2014[Paper] -
(ACl-18) Stock Movement Prediction from Tweets and Historical Prices
ACL 2018[Paper][Github] -
(CIKM-18) Hybrid Deep Sequential Modeling for Social Text-Driven Stock Prediction
CIKM 2018[Paper][Github] -
(BigData-22) Accurate stock movement prediction with self-supervised learning from sparse noisy tweets
Big Data 2022[Paper] [Github] -
(Astock) Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model
Arxiv 2022[Paper][Github] -
(EDT) Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading
IJCNLP 2021[Paper]
- Impact of News on the Commodity Market: Dataset and Results
Arxiv 2020[Paper]
- Is ChatGPT a Financial Expert? Evaluating Language Models on Financial Natural Language Processing
EMNLP 2023[Paper]
- Sentence Boundary Detection in PDF Noisy Text in the Financial Domain
FinNLP 2019[Homepage]
- (BloombergGPT NER+NED tasks) BloombergGPT: A Large Language Model for Finance
Arxiv 2023[Paper]
- (BizBench) BizBench: A Quantitative Reasoning Benchmark for Business and Finance
Arxiv 2024[Paper]
- Beyond Classification: Financial Reasoning in State-of-the-Art Language Models
Arxiv 2023[Paper][Github]
- (ECTSum) ECTSum: A New Benchmark Dataset For Bullet Point Summarization of Long Earnings Call Transcripts
EMNLP 2022[Paper][Github]
- Intelligent financial fraud detection: A comprehensive review
Computers & Security 2016[Paper]
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Machine learning and AI for risk management
Disrupting Finance, 2018[Paper] -
A survey on deep learning for financial risk prediction
Quantitative Finance and Economics 2021[Paper] -
Machine learning for financial risk management: a survey
IEEE access 2020[Paper]
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Artificial Intelligence for Conversational Robo-Advisor
ASONAM 2018[Paper] -
Artificial intelligence in financial services: a qualitative research to discover robo-advisory services
Qualitative Research in Financial Markets 2021[Paper] -
Research on Generative Artificial Intelligence for Virtual Financial Robo-Advisor
Academic Journal of Science and Technology 2024[Paper]
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The Application of Artificial Intelligence in Financial Compliance Management
AIAM 2019[Paper] -
Classifying sentential modality in legal language: a use case in financial regulations, acts and directives
ICAIL 2017[Paper]
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Ai-based chatbot service for financial industry
Fujitsu Scientific and Technical Journal 2018[Paper] -
Toward a chatbot for financial sustainability
Sustainability 2021[Paper] -
Text-based chatbot in financial sector: A systematic literature review.
Data Science in Finance and Economics 2022[Paper]
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(FinBERT-19) FinBERT: Financial Sentiment Analysis with Pre-trained Language Models
Arxiv 2019[Paper][Github][Model] -
(FinBERT-20) Finbert: A pretrained language model for financial communications
Arxiv 2020[Paper][Github][Model] -
(FinBERT-21) Finbert: A pre-trained financial language representation model for financial text mining
IJCAI 2020[Paper] -
(Mengzi-BERTbase-fin) Mengzi: Towards lightweight yet ingenious pre-trained models for chinese
Arxiv 2021[Paper][Github][Model] -
(FLANG) When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial Domain
EMNLP 2022[Paper][Github][Model] -
(BBT-Fin) BBT-Fin: Comprehensive Construction of Chinese Financial Domain Pre-trained Language Model, Corpus and Benchmark
Arxiv 2023[Paper][Github][Model]
- (BloombergGPT) BloombergGPT: A Large Language Model for Finance
Arxiv 2023[Paper]
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(FinMA) PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
Arxiv 2023[Paper][Github][Model] -
(Instruct-FinGPT) Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models
IJCAI 2023[Paper][Github] -
(CFGPT) CFGPT: Chinese Financial Assistant with Large Language Model
Arxiv 2023[Paper][Github][Model] -
(InvestLM) InvestLM: A Large Language Model for Investment using Financial Domain Instruction Tuning
Arxiv 2023[Paper][Github][Model] -
(DISC-FinLLM) DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning
Arxiv 2023[Paper][Github][Model] -
(FinGPT) FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets
Workshop on Instruction Tuning and Instruction Following at NeurIPS 2023[Paper][Github] -
(FinGPT) FinGPT: Democratizing Internet-scale Data for Financial Large Language Models
Arxiv 2023[Paper][Github] -
(FinMA-ES) Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English
Arxiv 2024[Paper][Github] -
(FinTral) FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models
Arxiv 2024[Paper]
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Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks
EMNLP 2023[Paper] -
(PIXIU) PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
Arxiv 2023[Paper][Github][Model]
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(FinLMEval) Is ChatGPT a Financial Expert? Evaluating Language Models on Financial Natural Language Processing
EMNLP 2023[Paper] -
(Finben) FinBen: A Holistic Financial Benchmark for Large Language Models
Arxiv 2024[Paper] -
(FBI) Are LLMs Rational Investors? A Study on Detecting and Reducing the Financial Bias in LLMs
Arxiv 2024[Paper] -
Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models
Arxiv 2023[Paper] -
Can GPT models be Financial Analysts? An Evaluation of ChatGPT and GPT-4 on mock CFA Exams
Arxiv 2023[Paper][Github]
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Generating synthetic data in finance: opportunities, challenges and pitfalls
ICAIF 2020[Paper] -
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models
ICAIF 2023[Paper][Github] -
Large Language Models as Financial Data Annotators: A Study on Effectiveness and Efficiency
LREC-COLING 2024[Paper] -
No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks
Arxiv 2024[Paper][Github]
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(ENCORE) Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes
Arxiv 2024[Paper] -
(PoT) Program of thoughts prompting: Disentangling computation from reasoning for numerical reasoning tasks
TLMR 2023[Paper][Github] -
(BRIDGE) Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models
AAAI 2024[Paper][Github] -
(TAT-LLM) TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data
Arxiv 2024[Paper][Github][Model] -
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering
Arxiv 2024[Paper]
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(UReader) UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model
EMNLP 2023[Paper][Github] -
(DocLLM) DocLLM: A layout-aware generative language model for multimodal document understanding
Arxiv 2023[Paper][Github] -
(AFIE) Enabling and Analyzing How to Efficiently Extract Information from Hybrid Long Documents with LLMs
Arxiv 2024[Paper] -
(MANAGER) Modal-adaptive Knowledge-enhanced Graph-based Financial Prediction from Monetary Policy Conference Calls with LLM
FinNLP 2024[Paper][Github]
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BioBERT: a pre-trained biomedical language representation model for biomedical text mining [Paper]
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Clinical BERT: Publicly Available Clinical BERT Embeddings [Paper]
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RadBERT: Adapting Transformer-based Language Models to Radiology [Paper]
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BioMed RoBERTa: Don't Stop Pretraining: Adapt Language Models to Domains and Tasks [Paper]
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MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data [Paper]
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Me LLaMA: Foundation Large Language Models for Medical Applications [Paper]
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LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day [Paper]
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BioInstruct: instruction tuning of large language models for biomedical natural language processing [Paper]
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Biomedgpt: Open multimodal generative pre-trained transformer for biomedicine [Paper]
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MEDITRON-70B: Scaling Medical Pretraining for Large Language Models [Paper]
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PMC-LLaMA: toward building open-source language models for medicine [Paper]
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BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains [Paper]
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AlpaCare:Instruction-tuned Large Language Models for Medical Application [Paper]
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Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding [Paper]
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MedEval: A Multi-Level, Multi-Task, and Multi-Domain Medical Benchmark for Language Model Evaluation [Paper]
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Robust and Interpretable Medical Image Classifiers via Concept Bottleneck Models [Paper]
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The imperative for regulatory oversight of large language models (or generative AI) in healthcare [Paper]
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LEGAL-BERT: The muppets straight out of law school [Paper]
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Lawformer: A pre-trained language model for chinese legal long documents [Paper]
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Juru: Legal Brazilian Large Language Model from Reputable Sources [Paper]
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Sabiá-2: A New Generation of Portuguese Large Language Models [Paper]
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Baichuan 2: Open large-scale language models [Paper]
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LawGPT: A Chinese Legal Knowledge-Enhanced Large Language Model [Paper]
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Saullm-7b: A pioneering large language model for law [Paper]
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Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language Model [Paper]
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Lawyer LLaMA: Enhancing LLMs with Legal Knowledge [Paper]
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LawBench: Benchmarking Legal Knowledge of Large Language Models [Paper]
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LEGALBENCH: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models [Paper]
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LAiW: A Chinese Legal Large Language Models Benchmark [Paper]
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Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination
ICBINB 2023[Paper] -
Hallucination-minimized Data-to-answer Framework for Financial Decision-makers
BigData 2023[Paper] -
Beavertails: Towards Improved Safety Alignment of LLM via a Human-preference Dataset
NeurIPS 2024[Paper]
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Large Language Models in Medicine
Nature medicine 2023[Paper] -
Ethics of Large Language Models in Medicine and Medical Research
The Lancet Digital Health 2023[Paper] -
AI and Ethics: A Systematic Review of the Ethical Considerations of Large Language Model Use in Surgery Research
Healthcare 2024[Paper] -
The Ethics of ChatGPT in Medicine and Healthcare: A Systematic Review on Large Language Models (LLMs)
npj Digital Medicine[Paper] -
Embracing Large Language Models for Medical Applications: Opportunities and Challenges
Cureus 2023[Paper] -
The Challenges for Regulating Medical Use of ChatGPT and Other Large Language Models
JAMA 2023[Paper] -
Leveraging Generative AI and Large Language Models: a Comprehensive Roadmap for Healthcare Integration
Healthcare 2023[Paper] -
Challenges and Barriers of Using Large Language Models (LLM) such as ChatGPT for Diagnostic Medicine with a Focus on Digital Pathology–a Recent Scoping Review
Diagnostic pathology 2024[Paper] -
Ethical Dilemmas, Mental Health, Artificial Intelligence, and LLM-based Chatbots
IWBBIO 2023[Paper]
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Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models
Journal of Legal Analysis 2024[Paper] -
I Am Not a Lawyer, But...: Engaging Legal Experts towards Responsible LLM Policies for Legal Advice
ACM FAccT 2024[Paper] -
Evaluation Ethics of LLMs in Legal Domain
ArXiv preprint 2024[Paper]