A Comparative Analysis of Instruction Fine-Tuning LLMs for Financial Text Classification

4 November 2024

Papers citing "A Comparative Analysis of Instruction Fine-Tuning LLMs for Financial Text Classification"

16 / 16 papers shown

Title
In-Context Learning with Long-Context Models: An In-Depth Exploration Amanda Bertsch Maor Ivgi Uri Alon Jonathan Berant Matthew R. Gormley Matthew R. Gormley Graham Neubig ReLM AIMat 174 80 0 30 Apr 2024
A Comparative Analysis of Fine-Tuned LLMs and Few-Shot Learning of LLMs for Financial Sentiment Analysis Sorouralsadat Fatemi Yuheng Hu 35 12 0 14 Dec 2023
From Beginner to Expert: Modeling Medical Knowledge into General LLMs Qiang Li Xiaoyan Yang Haowen Wang Qin Wang Lei Liu ... Wangshu Zhang Teng Xu Jinjie Gu Jing Zheng Guannan Zhang LM&MA ELM AI4MH 87 16 0 02 Dec 2023
FinanceBench: A New Benchmark for Financial Question Answering Pranab Islam Anand Kannappan Douwe Kiela Rebecca Qian Nino Scherrer Bertie Vidgen RALM 54 91 0 20 Nov 2023
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks Xianzhi Li Samuel Chan Xiaodan Zhu Yulong Pei Zhiqiang Ma Xiaomo Liu Sameena Shah AI4MH 53 81 0 10 May 2023
InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction Xiao Wang Wei Zhou Can Zu Han Xia Tianze Chen ... Tao Gui Jihua Kang J. Yang Siyuan Li Chunsai Du 75 157 0 17 Apr 2023
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao AI4MH 108 245 0 19 Feb 2023
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 529 6,293 0 05 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 886 13,176 0 04 Mar 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
Financial Document Causality Detection Shared Task (FinCausal 2020) Dominique Mariko Hanna Abi Akl Estelle Labidurie Stéphane Durfort Hugues de Mazancourt Mahmoud El-Haj 36 72 0 04 Dec 2020
Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification Linyi Yang Eoin M. Kenny T. L. J. Ng Yi Yang Barry Smyth Ruihai Dong 74 73 0 23 Oct 2020
FinBERT: A Pretrained Language Model for Financial Communications Yi Yang Mark Christopher Siy Uy Allen H Huang AIFin AI4CE 73 236 0 15 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 877 42,379 0 28 May 2020
Financial Aspect-Based Sentiment Analysis using Deep Representations Steven Yang Jason Rosenfeld Jacques Makutonin 53 13 0 23 Aug 2018
Good Debt or Bad Debt: Detecting Semantic Orientations in Economic Texts P. Malo Ankur Sinha P. Takala P. Korhonen J. Wallenius 82 513 0 19 Jul 2013